Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

• MNIST
• CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)

Downloading mnist: 9.92MB [00:01, 6.24MB/s]                           
Extracting mnist: 100%|██████████| 60.0K/60.0K [00:05<00:00, 10.5KFile/s]
Downloading celeba: 1.44GB [01:39, 14.4MB/s]                            

Extracting celeba...

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')

<matplotlib.image.AxesImage at 0x7fd0feb7eac8>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

show_n_images = 50

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))

<matplotlib.image.AxesImage at 0x7fd0f94197b8>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

• model_inputs
• discriminator
• generator
• model_loss
• model_opt
• train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))

TensorFlow Version: 1.3.0

/home/kapy/anaconda3/envs/dlnd-tf-lab/lib/python3.5/site-packages/ipykernel/__main__.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

• Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
• Z input placeholder with rank 2 using z_dim.
• Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
    lr = tf.placeholder(tf.float32, shape=(), name="learning_rate")

    return inputs_real, inputs_z, lr


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)

Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0.2
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28x3
        x1 = tf.layers.conv2d(images, 128, 5, strides=2, padding='same')
        relu1 = tf.maximum(alpha * x1, x1)
        #14x14x128
        
        x2 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='same')
        bn2 = tf.layers.batch_normalization(x2, training=True)
        relu2 = tf.maximum(alpha * bn2, bn2)
        # 7x7x256

        # Flatten it
        flat = tf.reshape(relu2, (-1, 7*7*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)

        return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)

Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha = 0.2
    with tf.variable_scope('generator', reuse=not is_train):
        # First fully connected layer
        x1 = tf.layers.dense(z, 7*7*256)
        # Reshape it to start the convolutional stack
        x1 = tf.reshape(x1, (-1, 7, 7, 256))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)
        #7x7x256
        
        x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=2, padding='same')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        # 14*14*128
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides=2, padding='same')
        # 28x28x3
        
        out = tf.tanh(logits)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)

Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

• discriminator(images, reuse=False)
• generator(z, out_channel_dim, is_train=True)

def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)

Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)

Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

• model_inputs(image_width, image_height, image_channels, z_dim)
• model_loss(input_real, input_z, out_channel_dim)
• model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    #tf.reset_default_graph()
    #print(data_shape)
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
    #print(input_real)
    d_loss, g_loss = model_loss(input_real, input_z, z_dim)
    d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    step = 0
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                #print(batch_images)
                step += 1
                #x = batch_images[0]
                #print(batch_images.shape)
                #print(x.shape)
                #x = x.reshape((batch_size, 784))
                #x = x*2 - 1
                #y = batch_images[1]
                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                #print(batch_z.shape)

                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z})
                _ = sess.run(g_opt, feed_dict={input_z: batch_z, input_real: batch_images})
                
                # Get images, reshape and rescale to pass to D
                #batch_images = batch[0].reshape((batch_size, 784))
                #batch_images = batch_images*2 - 1
            
                # Sample random noise for G
                #batch_z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            
                # Run optimizers
                #_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z})
                #_ = sess.run(g_train_opt, feed_dict={input_z: batch_z})
                
                if step % 100 == 0:
                    show_generator_output(sess, 10, input_z, z_dim, data_image_mode)
                    
                # At the end of each epoch, get the losses and print them out
                train_loss_d = sess.run(d_loss, {input_z: batch_z, input_real: batch_images})
                train_loss_g = g_loss.eval({input_z: batch_z})
            
                print("Epoch {}/{}...".format(epoch_i+1, epochs),
                      "Discriminator Loss: {:.4f}...".format(train_loss_d),
                      "Generator Loss: {:.4f}".format(train_loss_g))
                
                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

batch_size = 128
z_dim = 1
learning_rate = 0.002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)

Epoch 1/2... Discriminator Loss: 0.9281... Generator Loss: 1.2485

Epoch 2/2... Discriminator Loss: 0.3229... Generator Loss: 2.3617

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

batch_size = 100
z_dim = 3
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)

Epoch 1/1... Discriminator Loss: 2.2052... Generator Loss: 0.1426
Epoch 1/1... Discriminator Loss: 3.0210... Generator Loss: 0.0679
Epoch 1/1... Discriminator Loss: 3.0771... Generator Loss: 0.0685
Epoch 1/1... Discriminator Loss: 2.6571... Generator Loss: 0.0981
Epoch 1/1... Discriminator Loss: 2.3530... Generator Loss: 0.1666
Epoch 1/1... Discriminator Loss: 2.0335... Generator Loss: 0.2719
Epoch 1/1... Discriminator Loss: 1.9136... Generator Loss: 0.3542
Epoch 1/1... Discriminator Loss: 1.8118... Generator Loss: 0.3949
Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.4329
Epoch 1/1... Discriminator Loss: 1.8647... Generator Loss: 0.4826
Epoch 1/1... Discriminator Loss: 1.5754... Generator Loss: 0.5755
Epoch 1/1... Discriminator Loss: 1.3981... Generator Loss: 0.6818
Epoch 1/1... Discriminator Loss: 1.4157... Generator Loss: 0.7236
Epoch 1/1... Discriminator Loss: 1.4440... Generator Loss: 0.7278
Epoch 1/1... Discriminator Loss: 1.4561... Generator Loss: 0.7592
Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.8624
Epoch 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.9014
Epoch 1/1... Discriminator Loss: 1.3653... Generator Loss: 0.8927
Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 0.9496
Epoch 1/1... Discriminator Loss: 1.1931... Generator Loss: 1.1147
Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 1.0730
Epoch 1/1... Discriminator Loss: 1.3065... Generator Loss: 1.0160
Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 1.2581
Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 0.9404
Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 1.3574
Epoch 1/1... Discriminator Loss: 1.3360... Generator Loss: 0.7196
Epoch 1/1... Discriminator Loss: 1.0509... Generator Loss: 1.8696
Epoch 1/1... Discriminator Loss: 1.3481... Generator Loss: 0.5729
Epoch 1/1... Discriminator Loss: 1.1284... Generator Loss: 1.9609
Epoch 1/1... Discriminator Loss: 1.2619... Generator Loss: 0.7299
Epoch 1/1... Discriminator Loss: 1.1677... Generator Loss: 1.5193
Epoch 1/1... Discriminator Loss: 1.0989... Generator Loss: 0.9846
Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.3735
Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 1.0299
Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 1.2188
Epoch 1/1... Discriminator Loss: 1.0448... Generator Loss: 1.7681
Epoch 1/1... Discriminator Loss: 1.1827... Generator Loss: 0.6527
Epoch 1/1... Discriminator Loss: 1.2587... Generator Loss: 2.8577
Epoch 1/1... Discriminator Loss: 1.2381... Generator Loss: 0.5827
Epoch 1/1... Discriminator Loss: 1.1201... Generator Loss: 2.8157
Epoch 1/1... Discriminator Loss: 1.0391... Generator Loss: 1.0615
Epoch 1/1... Discriminator Loss: 0.9307... Generator Loss: 1.2185
Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.9847
Epoch 1/1... Discriminator Loss: 0.9564... Generator Loss: 1.0389
Epoch 1/1... Discriminator Loss: 0.9379... Generator Loss: 1.7831
Epoch 1/1... Discriminator Loss: 0.8633... Generator Loss: 1.1402
Epoch 1/1... Discriminator Loss: 0.7918... Generator Loss: 1.8847
Epoch 1/1... Discriminator Loss: 1.0917... Generator Loss: 0.6964
Epoch 1/1... Discriminator Loss: 0.9973... Generator Loss: 2.9931
Epoch 1/1... Discriminator Loss: 0.6492... Generator Loss: 1.4705
Epoch 1/1... Discriminator Loss: 0.8261... Generator Loss: 0.9043
Epoch 1/1... Discriminator Loss: 0.6825... Generator Loss: 2.6443
Epoch 1/1... Discriminator Loss: 0.6348... Generator Loss: 1.3548
Epoch 1/1... Discriminator Loss: 0.6556... Generator Loss: 1.4072
Epoch 1/1... Discriminator Loss: 0.6149... Generator Loss: 2.2360
Epoch 1/1... Discriminator Loss: 0.6890... Generator Loss: 1.1673
Epoch 1/1... Discriminator Loss: 0.6612... Generator Loss: 2.0894
Epoch 1/1... Discriminator Loss: 0.6675... Generator Loss: 1.2633
Epoch 1/1... Discriminator Loss: 0.5851... Generator Loss: 2.0627
Epoch 1/1... Discriminator Loss: 0.5719... Generator Loss: 1.4808
Epoch 1/1... Discriminator Loss: 0.6153... Generator Loss: 1.5491
Epoch 1/1... Discriminator Loss: 0.5554... Generator Loss: 1.9945
Epoch 1/1... Discriminator Loss: 0.8077... Generator Loss: 0.8748
Epoch 1/1... Discriminator Loss: 0.6590... Generator Loss: 2.7509
Epoch 1/1... Discriminator Loss: 0.4792... Generator Loss: 1.6652
Epoch 1/1... Discriminator Loss: 0.6443... Generator Loss: 1.0445
Epoch 1/1... Discriminator Loss: 0.4696... Generator Loss: 2.6419
Epoch 1/1... Discriminator Loss: 0.4008... Generator Loss: 2.0253
Epoch 1/1... Discriminator Loss: 0.5390... Generator Loss: 1.1974
Epoch 1/1... Discriminator Loss: 0.4539... Generator Loss: 2.4123
Epoch 1/1... Discriminator Loss: 0.4286... Generator Loss: 2.1044
Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 1.6941
Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 1.2195
Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 2.4047
Epoch 1/1... Discriminator Loss: 0.6547... Generator Loss: 1.1560
Epoch 1/1... Discriminator Loss: 0.4518... Generator Loss: 1.9190
Epoch 1/1... Discriminator Loss: 0.4406... Generator Loss: 1.8801
Epoch 1/1... Discriminator Loss: 0.5119... Generator Loss: 1.3202
Epoch 1/1... Discriminator Loss: 0.4189... Generator Loss: 1.9780
Epoch 1/1... Discriminator Loss: 0.4320... Generator Loss: 1.8036
Epoch 1/1... Discriminator Loss: 0.4421... Generator Loss: 1.7375
Epoch 1/1... Discriminator Loss: 0.3866... Generator Loss: 1.8939
Epoch 1/1... Discriminator Loss: 0.4442... Generator Loss: 1.5503
Epoch 1/1... Discriminator Loss: 0.4155... Generator Loss: 1.7553
Epoch 1/1... Discriminator Loss: 0.4777... Generator Loss: 1.4459
Epoch 1/1... Discriminator Loss: 0.4542... Generator Loss: 1.7672
Epoch 1/1... Discriminator Loss: 0.4779... Generator Loss: 1.6168
Epoch 1/1... Discriminator Loss: 0.5371... Generator Loss: 1.3473
Epoch 1/1... Discriminator Loss: 0.4376... Generator Loss: 1.6719
Epoch 1/1... Discriminator Loss: 0.4554... Generator Loss: 1.5330
Epoch 1/1... Discriminator Loss: 0.4058... Generator Loss: 1.7981
Epoch 1/1... Discriminator Loss: 0.3107... Generator Loss: 2.2315
Epoch 1/1... Discriminator Loss: 0.3092... Generator Loss: 1.7655
Epoch 1/1... Discriminator Loss: 0.4868... Generator Loss: 1.2984
Epoch 1/1... Discriminator Loss: 0.4777... Generator Loss: 1.9342
Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 0.5932
Epoch 1/1... Discriminator Loss: 0.7839... Generator Loss: 3.0355
Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 0.2927
Epoch 1/1... Discriminator Loss: 0.7295... Generator Loss: 1.7634

Epoch 1/1... Discriminator Loss: 0.4552... Generator Loss: 3.0522
Epoch 1/1... Discriminator Loss: 0.3291... Generator Loss: 1.6955
Epoch 1/1... Discriminator Loss: 1.5848... Generator Loss: 0.2673
Epoch 1/1... Discriminator Loss: 0.7227... Generator Loss: 2.7604
Epoch 1/1... Discriminator Loss: 0.5076... Generator Loss: 2.0661
Epoch 1/1... Discriminator Loss: 0.8543... Generator Loss: 0.7464
Epoch 1/1... Discriminator Loss: 0.5012... Generator Loss: 1.9780
Epoch 1/1... Discriminator Loss: 0.3933... Generator Loss: 2.5508
Epoch 1/1... Discriminator Loss: 0.5753... Generator Loss: 1.0713
Epoch 1/1... Discriminator Loss: 0.4007... Generator Loss: 1.9578
Epoch 1/1... Discriminator Loss: 0.4393... Generator Loss: 1.9342
Epoch 1/1... Discriminator Loss: 0.5497... Generator Loss: 1.4311
Epoch 1/1... Discriminator Loss: 0.5656... Generator Loss: 1.3895
Epoch 1/1... Discriminator Loss: 0.4920... Generator Loss: 2.0658
Epoch 1/1... Discriminator Loss: 0.7172... Generator Loss: 0.9201
Epoch 1/1... Discriminator Loss: 0.4086... Generator Loss: 2.8858
Epoch 1/1... Discriminator Loss: 1.1664... Generator Loss: 0.4969
Epoch 1/1... Discriminator Loss: 0.8214... Generator Loss: 1.5305
Epoch 1/1... Discriminator Loss: 0.7983... Generator Loss: 0.9914
Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 1.5443
Epoch 1/1... Discriminator Loss: 0.5649... Generator Loss: 1.3104
Epoch 1/1... Discriminator Loss: 0.3163... Generator Loss: 2.7659
Epoch 1/1... Discriminator Loss: 0.9157... Generator Loss: 0.6460
Epoch 1/1... Discriminator Loss: 0.5324... Generator Loss: 6.9518
Epoch 1/1... Discriminator Loss: 2.1935... Generator Loss: 0.1544
Epoch 1/1... Discriminator Loss: 1.9896... Generator Loss: 8.4318
Epoch 1/1... Discriminator Loss: 0.2842... Generator Loss: 4.8261
Epoch 1/1... Discriminator Loss: 3.3449... Generator Loss: 0.0483
Epoch 1/1... Discriminator Loss: 0.5204... Generator Loss: 4.3408
Epoch 1/1... Discriminator Loss: 0.5184... Generator Loss: 4.3162
Epoch 1/1... Discriminator Loss: 1.7253... Generator Loss: 0.2818
Epoch 1/1... Discriminator Loss: 1.2882... Generator Loss: 1.2699
Epoch 1/1... Discriminator Loss: 0.9669... Generator Loss: 1.4530
Epoch 1/1... Discriminator Loss: 1.6579... Generator Loss: 0.2965
Epoch 1/1... Discriminator Loss: 1.3426... Generator Loss: 0.7645
Epoch 1/1... Discriminator Loss: 1.3318... Generator Loss: 0.6355
Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 0.8717
Epoch 1/1... Discriminator Loss: 1.0279... Generator Loss: 0.9328
Epoch 1/1... Discriminator Loss: 0.8391... Generator Loss: 1.0381
Epoch 1/1... Discriminator Loss: 0.7217... Generator Loss: 1.2831
Epoch 1/1... Discriminator Loss: 0.4224... Generator Loss: 2.3331
Epoch 1/1... Discriminator Loss: 0.4009... Generator Loss: 1.5746
Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 1.1244
Epoch 1/1... Discriminator Loss: 0.6054... Generator Loss: 1.3417
Epoch 1/1... Discriminator Loss: 0.4826... Generator Loss: 3.3476
Epoch 1/1... Discriminator Loss: 0.7077... Generator Loss: 0.9689
Epoch 1/1... Discriminator Loss: 0.4645... Generator Loss: 2.3135
Epoch 1/1... Discriminator Loss: 0.5465... Generator Loss: 1.4791
Epoch 1/1... Discriminator Loss: 0.2897... Generator Loss: 4.6695
Epoch 1/1... Discriminator Loss: 1.4234... Generator Loss: 0.3317
Epoch 1/1... Discriminator Loss: 1.1704... Generator Loss: 5.2889
Epoch 1/1... Discriminator Loss: 0.8338... Generator Loss: 0.7854
Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.5735
Epoch 1/1... Discriminator Loss: 0.8455... Generator Loss: 2.7410
Epoch 1/1... Discriminator Loss: 0.9283... Generator Loss: 0.7346
Epoch 1/1... Discriminator Loss: 0.7895... Generator Loss: 0.8804
Epoch 1/1... Discriminator Loss: 0.4815... Generator Loss: 3.4170
Epoch 1/1... Discriminator Loss: 0.3267... Generator Loss: 2.2206
Epoch 1/1... Discriminator Loss: 0.3480... Generator Loss: 1.6349
Epoch 1/1... Discriminator Loss: 0.9238... Generator Loss: 0.6478
Epoch 1/1... Discriminator Loss: 0.6766... Generator Loss: 2.1209
Epoch 1/1... Discriminator Loss: 0.3782... Generator Loss: 2.6119
Epoch 1/1... Discriminator Loss: 0.3985... Generator Loss: 1.4956
Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.6285
Epoch 1/1... Discriminator Loss: 0.6839... Generator Loss: 4.7822
Epoch 1/1... Discriminator Loss: 0.7959... Generator Loss: 0.8953
Epoch 1/1... Discriminator Loss: 0.5469... Generator Loss: 1.9391
Epoch 1/1... Discriminator Loss: 0.7290... Generator Loss: 1.1006
Epoch 1/1... Discriminator Loss: 0.4855... Generator Loss: 4.4512
Epoch 1/1... Discriminator Loss: 1.3462... Generator Loss: 0.4009
Epoch 1/1... Discriminator Loss: 0.9744... Generator Loss: 5.2615
Epoch 1/1... Discriminator Loss: 1.3563... Generator Loss: 0.4544
Epoch 1/1... Discriminator Loss: 0.9547... Generator Loss: 2.3771
Epoch 1/1... Discriminator Loss: 1.2748... Generator Loss: 0.4985
Epoch 1/1... Discriminator Loss: 0.8500... Generator Loss: 2.5191
Epoch 1/1... Discriminator Loss: 1.0342... Generator Loss: 0.6150
Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 3.2725
Epoch 1/1... Discriminator Loss: 0.2148... Generator Loss: 3.5854
Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 0.5393
Epoch 1/1... Discriminator Loss: 0.5812... Generator Loss: 1.6344
Epoch 1/1... Discriminator Loss: 0.5584... Generator Loss: 2.5533
Epoch 1/1... Discriminator Loss: 0.3880... Generator Loss: 1.5883
Epoch 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.5061
Epoch 1/1... Discriminator Loss: 0.6826... Generator Loss: 3.8186
Epoch 1/1... Discriminator Loss: 0.4100... Generator Loss: 2.8545
Epoch 1/1... Discriminator Loss: 0.2030... Generator Loss: 2.5616
Epoch 1/1... Discriminator Loss: 1.5309... Generator Loss: 0.2769
Epoch 1/1... Discriminator Loss: 0.5808... Generator Loss: 3.7774
Epoch 1/1... Discriminator Loss: 0.5100... Generator Loss: 3.1505
Epoch 1/1... Discriminator Loss: 0.2504... Generator Loss: 2.5923
Epoch 1/1... Discriminator Loss: 2.1590... Generator Loss: 0.1455
Epoch 1/1... Discriminator Loss: 1.0379... Generator Loss: 1.8141
Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 3.5546
Epoch 1/1... Discriminator Loss: 0.2708... Generator Loss: 2.4386
Epoch 1/1... Discriminator Loss: 2.9523... Generator Loss: 0.0632
Epoch 1/1... Discriminator Loss: 0.7390... Generator Loss: 1.8638
Epoch 1/1... Discriminator Loss: 0.7627... Generator Loss: 7.3341
Epoch 1/1... Discriminator Loss: 1.8665... Generator Loss: 0.2316
Epoch 1/1... Discriminator Loss: 0.6567... Generator Loss: 2.5644
Epoch 1/1... Discriminator Loss: 0.4429... Generator Loss: 6.0010

Epoch 1/1... Discriminator Loss: 1.9216... Generator Loss: 0.2022
Epoch 1/1... Discriminator Loss: 0.6412... Generator Loss: 4.4898
Epoch 1/1... Discriminator Loss: 0.4109... Generator Loss: 4.6715
Epoch 1/1... Discriminator Loss: 1.9768... Generator Loss: 0.1883
Epoch 1/1... Discriminator Loss: 0.6828... Generator Loss: 2.7246
Epoch 1/1... Discriminator Loss: 0.5282... Generator Loss: 4.2023
Epoch 1/1... Discriminator Loss: 1.7555... Generator Loss: 0.2561
Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 1.4177
Epoch 1/1... Discriminator Loss: 0.7263... Generator Loss: 3.3876
Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 0.6727
Epoch 1/1... Discriminator Loss: 1.0188... Generator Loss: 0.7874
Epoch 1/1... Discriminator Loss: 0.6459... Generator Loss: 3.4393
Epoch 1/1... Discriminator Loss: 0.5724... Generator Loss: 1.4581
Epoch 1/1... Discriminator Loss: 1.1319... Generator Loss: 0.5042
Epoch 1/1... Discriminator Loss: 0.8961... Generator Loss: 1.0135
Epoch 1/1... Discriminator Loss: 0.8513... Generator Loss: 2.0878
Epoch 1/1... Discriminator Loss: 0.7395... Generator Loss: 1.1330
Epoch 1/1... Discriminator Loss: 1.0603... Generator Loss: 0.5943
Epoch 1/1... Discriminator Loss: 0.7618... Generator Loss: 1.2787
Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 3.1425
Epoch 1/1... Discriminator Loss: 0.2496... Generator Loss: 3.3736
Epoch 1/1... Discriminator Loss: 0.3924... Generator Loss: 1.4031
Epoch 1/1... Discriminator Loss: 1.2967... Generator Loss: 0.3825
Epoch 1/1... Discriminator Loss: 0.6323... Generator Loss: 1.7963
Epoch 1/1... Discriminator Loss: 0.5269... Generator Loss: 4.4833
Epoch 1/1... Discriminator Loss: 0.2600... Generator Loss: 4.6344
Epoch 1/1... Discriminator Loss: 1.5333... Generator Loss: 0.2953
Epoch 1/1... Discriminator Loss: 1.2438... Generator Loss: 0.5874
Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 3.7783
Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 4.9022
Epoch 1/1... Discriminator Loss: 0.8260... Generator Loss: 0.7545
Epoch 1/1... Discriminator Loss: 1.7820... Generator Loss: 0.2372
Epoch 1/1... Discriminator Loss: 1.1997... Generator Loss: 1.2755
Epoch 1/1... Discriminator Loss: 0.8683... Generator Loss: 3.1365
Epoch 1/1... Discriminator Loss: 0.4021... Generator Loss: 2.1868
Epoch 1/1... Discriminator Loss: 0.6210... Generator Loss: 0.9646
Epoch 1/1... Discriminator Loss: 0.8199... Generator Loss: 0.7654
Epoch 1/1... Discriminator Loss: 0.4238... Generator Loss: 3.6923
Epoch 1/1... Discriminator Loss: 0.3717... Generator Loss: 3.3556
Epoch 1/1... Discriminator Loss: 0.2326... Generator Loss: 2.8041
Epoch 1/1... Discriminator Loss: 1.2749... Generator Loss: 0.3736
Epoch 1/1... Discriminator Loss: 0.4717... Generator Loss: 1.9263
Epoch 1/1... Discriminator Loss: 0.4296... Generator Loss: 4.0617
Epoch 1/1... Discriminator Loss: 0.2457... Generator Loss: 4.1969
Epoch 1/1... Discriminator Loss: 1.3846... Generator Loss: 0.3402
Epoch 1/1... Discriminator Loss: 0.6383... Generator Loss: 1.4157
Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 4.0258
Epoch 1/1... Discriminator Loss: 0.3168... Generator Loss: 3.2825
Epoch 1/1... Discriminator Loss: 1.5562... Generator Loss: 0.2840
Epoch 1/1... Discriminator Loss: 1.4639... Generator Loss: 0.4063
Epoch 1/1... Discriminator Loss: 1.3640... Generator Loss: 1.5811
Epoch 1/1... Discriminator Loss: 0.8566... Generator Loss: 1.7994
Epoch 1/1... Discriminator Loss: 0.8612... Generator Loss: 0.8509
Epoch 1/1... Discriminator Loss: 0.8881... Generator Loss: 0.8255
Epoch 1/1... Discriminator Loss: 0.5232... Generator Loss: 2.3123
Epoch 1/1... Discriminator Loss: 0.3401... Generator Loss: 3.2712
Epoch 1/1... Discriminator Loss: 0.1784... Generator Loss: 4.1863
Epoch 1/1... Discriminator Loss: 1.5882... Generator Loss: 0.2671
Epoch 1/1... Discriminator Loss: 1.1852... Generator Loss: 0.5469
Epoch 1/1... Discriminator Loss: 1.1040... Generator Loss: 3.4794
Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 6.6753
Epoch 1/1... Discriminator Loss: 1.5676... Generator Loss: 0.2875
Epoch 1/1... Discriminator Loss: 0.4504... Generator Loss: 1.8097
Epoch 1/1... Discriminator Loss: 0.3450... Generator Loss: 4.7335
Epoch 1/1... Discriminator Loss: 1.2471... Generator Loss: 0.4559
Epoch 1/1... Discriminator Loss: 0.6824... Generator Loss: 1.7792
Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 3.3742
Epoch 1/1... Discriminator Loss: 0.2707... Generator Loss: 3.0843
Epoch 1/1... Discriminator Loss: 1.4929... Generator Loss: 0.3131
Epoch 1/1... Discriminator Loss: 0.7912... Generator Loss: 1.1289
Epoch 1/1... Discriminator Loss: 0.7000... Generator Loss: 4.5785
Epoch 1/1... Discriminator Loss: 0.3590... Generator Loss: 3.2878
Epoch 1/1... Discriminator Loss: 0.2040... Generator Loss: 2.7668
Epoch 1/1... Discriminator Loss: 1.8008... Generator Loss: 0.2054
Epoch 1/1... Discriminator Loss: 1.0314... Generator Loss: 0.6895
Epoch 1/1... Discriminator Loss: 1.1111... Generator Loss: 3.7351
Epoch 1/1... Discriminator Loss: 0.4738... Generator Loss: 3.4482
Epoch 1/1... Discriminator Loss: 0.2232... Generator Loss: 2.4874
Epoch 1/1... Discriminator Loss: 1.7642... Generator Loss: 0.2118
Epoch 1/1... Discriminator Loss: 0.8914... Generator Loss: 0.7843
Epoch 1/1... Discriminator Loss: 0.8874... Generator Loss: 3.6295
Epoch 1/1... Discriminator Loss: 0.4843... Generator Loss: 2.7276
Epoch 1/1... Discriminator Loss: 0.2435... Generator Loss: 2.9823
Epoch 1/1... Discriminator Loss: 1.9333... Generator Loss: 0.1822
Epoch 1/1... Discriminator Loss: 0.7251... Generator Loss: 1.1635
Epoch 1/1... Discriminator Loss: 0.6297... Generator Loss: 5.7345
Epoch 1/1... Discriminator Loss: 1.0564... Generator Loss: 0.6490
Epoch 1/1... Discriminator Loss: 0.5586... Generator Loss: 2.2805
Epoch 1/1... Discriminator Loss: 0.3041... Generator Loss: 4.9168
Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.3774
Epoch 1/1... Discriminator Loss: 0.3511... Generator Loss: 4.5244
Epoch 1/1... Discriminator Loss: 0.3426... Generator Loss: 3.2910
Epoch 1/1... Discriminator Loss: 1.2096... Generator Loss: 0.4503
Epoch 1/1... Discriminator Loss: 0.5859... Generator Loss: 2.0947
Epoch 1/1... Discriminator Loss: 0.4085... Generator Loss: 4.2817
Epoch 1/1... Discriminator Loss: 0.4654... Generator Loss: 1.4894
Epoch 1/1... Discriminator Loss: 1.1939... Generator Loss: 0.4678
Epoch 1/1... Discriminator Loss: 0.9740... Generator Loss: 1.1137
Epoch 1/1... Discriminator Loss: 1.0301... Generator Loss: 1.7849
Epoch 1/1... Discriminator Loss: 0.5874... Generator Loss: 1.6356

Epoch 1/1... Discriminator Loss: 0.7809... Generator Loss: 0.8097
Epoch 1/1... Discriminator Loss: 0.4245... Generator Loss: 1.9908
Epoch 1/1... Discriminator Loss: 0.3472... Generator Loss: 2.5399
Epoch 1/1... Discriminator Loss: 0.1991... Generator Loss: 3.9064
Epoch 1/1... Discriminator Loss: 1.2450... Generator Loss: 0.3925
Epoch 1/1... Discriminator Loss: 0.7575... Generator Loss: 1.0617
Epoch 1/1... Discriminator Loss: 0.6105... Generator Loss: 3.2273
Epoch 1/1... Discriminator Loss: 0.2611... Generator Loss: 4.0393
Epoch 1/1... Discriminator Loss: 0.9351... Generator Loss: 0.6076
Epoch 1/1... Discriminator Loss: 0.6796... Generator Loss: 1.0157
Epoch 1/1... Discriminator Loss: 0.4485... Generator Loss: 4.9085
Epoch 1/1... Discriminator Loss: 0.4607... Generator Loss: 1.8296
Epoch 1/1... Discriminator Loss: 0.5001... Generator Loss: 1.3759
Epoch 1/1... Discriminator Loss: 0.6196... Generator Loss: 1.1012
Epoch 1/1... Discriminator Loss: 0.3550... Generator Loss: 4.1726
Epoch 1/1... Discriminator Loss: 0.5463... Generator Loss: 1.2915
Epoch 1/1... Discriminator Loss: 0.3215... Generator Loss: 2.4381
Epoch 1/1... Discriminator Loss: 0.2966... Generator Loss: 2.3286
Epoch 1/1... Discriminator Loss: 0.2028... Generator Loss: 3.6863
Epoch 1/1... Discriminator Loss: 1.9697... Generator Loss: 0.1798
Epoch 1/1... Discriminator Loss: 0.8704... Generator Loss: 2.4300
Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 4.0032
Epoch 1/1... Discriminator Loss: 0.2177... Generator Loss: 2.6987
Epoch 1/1... Discriminator Loss: 1.2484... Generator Loss: 0.3755
Epoch 1/1... Discriminator Loss: 0.3458... Generator Loss: 5.2162
Epoch 1/1... Discriminator Loss: 0.3412... Generator Loss: 6.0964
Epoch 1/1... Discriminator Loss: 1.5189... Generator Loss: 0.3133
Epoch 1/1... Discriminator Loss: 0.9476... Generator Loss: 1.5111
Epoch 1/1... Discriminator Loss: 0.7099... Generator Loss: 3.1566
Epoch 1/1... Discriminator Loss: 0.6861... Generator Loss: 0.9492
Epoch 1/1... Discriminator Loss: 0.5363... Generator Loss: 1.3612
Epoch 1/1... Discriminator Loss: 0.3998... Generator Loss: 3.5729
Epoch 1/1... Discriminator Loss: 0.1911... Generator Loss: 6.2463
Epoch 1/1... Discriminator Loss: 1.7888... Generator Loss: 0.2093
Epoch 1/1... Discriminator Loss: 0.6125... Generator Loss: 3.3494
Epoch 1/1... Discriminator Loss: 0.4158... Generator Loss: 7.6687
Epoch 1/1... Discriminator Loss: 0.9048... Generator Loss: 0.7214
Epoch 1/1... Discriminator Loss: 0.2998... Generator Loss: 5.5970
Epoch 1/1... Discriminator Loss: 0.2523... Generator Loss: 2.8611
Epoch 1/1... Discriminator Loss: 0.8308... Generator Loss: 0.7108
Epoch 1/1... Discriminator Loss: 0.3421... Generator Loss: 3.0404
Epoch 1/1... Discriminator Loss: 0.3028... Generator Loss: 3.0059
Epoch 1/1... Discriminator Loss: 0.2567... Generator Loss: 2.5679
Epoch 1/1... Discriminator Loss: 1.0570... Generator Loss: 0.5187
Epoch 1/1... Discriminator Loss: 0.5206... Generator Loss: 2.1849
Epoch 1/1... Discriminator Loss: 0.4307... Generator Loss: 4.0509
Epoch 1/1... Discriminator Loss: 0.1872... Generator Loss: 3.5742
Epoch 1/1... Discriminator Loss: 1.4781... Generator Loss: 0.3037
Epoch 1/1... Discriminator Loss: 0.4451... Generator Loss: 2.1846
Epoch 1/1... Discriminator Loss: 0.5015... Generator Loss: 4.6875
Epoch 1/1... Discriminator Loss: 0.1919... Generator Loss: 4.9248
Epoch 1/1... Discriminator Loss: 1.8745... Generator Loss: 0.1993
Epoch 1/1... Discriminator Loss: 0.5033... Generator Loss: 3.1461
Epoch 1/1... Discriminator Loss: 0.4621... Generator Loss: 8.2729
Epoch 1/1... Discriminator Loss: 0.6727... Generator Loss: 0.9924
Epoch 1/1... Discriminator Loss: 0.2308... Generator Loss: 6.1715
Epoch 1/1... Discriminator Loss: 0.4523... Generator Loss: 1.3532
Epoch 1/1... Discriminator Loss: 0.6926... Generator Loss: 0.9738
Epoch 1/1... Discriminator Loss: 0.5506... Generator Loss: 4.5039
Epoch 1/1... Discriminator Loss: 0.3013... Generator Loss: 4.2560
Epoch 1/1... Discriminator Loss: 0.2241... Generator Loss: 2.3596
Epoch 1/1... Discriminator Loss: 1.3978... Generator Loss: 0.3221
Epoch 1/1... Discriminator Loss: 0.6731... Generator Loss: 4.2817
Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 4.4826
Epoch 1/1... Discriminator Loss: 0.2424... Generator Loss: 2.7516
Epoch 1/1... Discriminator Loss: 2.1763... Generator Loss: 0.1371
Epoch 1/1... Discriminator Loss: 0.8072... Generator Loss: 1.5795
Epoch 1/1... Discriminator Loss: 0.9612... Generator Loss: 4.0398
Epoch 1/1... Discriminator Loss: 0.2559... Generator Loss: 4.7015
Epoch 1/1... Discriminator Loss: 1.5014... Generator Loss: 0.3112
Epoch 1/1... Discriminator Loss: 0.5181... Generator Loss: 1.5551
Epoch 1/1... Discriminator Loss: 0.5466... Generator Loss: 5.1068
Epoch 1/1... Discriminator Loss: 0.3086... Generator Loss: 3.4439
Epoch 1/1... Discriminator Loss: 1.0271... Generator Loss: 0.5282
Epoch 1/1... Discriminator Loss: 0.7214... Generator Loss: 1.1891
Epoch 1/1... Discriminator Loss: 0.6765... Generator Loss: 3.6717
Epoch 1/1... Discriminator Loss: 0.3686... Generator Loss: 3.6836
Epoch 1/1... Discriminator Loss: 0.2636... Generator Loss: 2.2631
Epoch 1/1... Discriminator Loss: 1.2332... Generator Loss: 0.4113
Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 2.6504
Epoch 1/1... Discriminator Loss: 0.4517... Generator Loss: 3.5274
Epoch 1/1... Discriminator Loss: 0.2849... Generator Loss: 2.7142
Epoch 1/1... Discriminator Loss: 1.1799... Generator Loss: 0.4559
Epoch 1/1... Discriminator Loss: 0.4629... Generator Loss: 2.1375
Epoch 1/1... Discriminator Loss: 0.4705... Generator Loss: 4.0328
Epoch 1/1... Discriminator Loss: 0.3065... Generator Loss: 2.6925
Epoch 1/1... Discriminator Loss: 1.3646... Generator Loss: 0.3443
Epoch 1/1... Discriminator Loss: 0.4535... Generator Loss: 3.5194
Epoch 1/1... Discriminator Loss: 0.4470... Generator Loss: 3.0980
Epoch 1/1... Discriminator Loss: 0.2113... Generator Loss: 4.1821
Epoch 1/1... Discriminator Loss: 0.9937... Generator Loss: 0.5486
Epoch 1/1... Discriminator Loss: 0.3949... Generator Loss: 2.2017
Epoch 1/1... Discriminator Loss: 0.3437... Generator Loss: 3.6975
Epoch 1/1... Discriminator Loss: 0.3129... Generator Loss: 2.1066
Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 1.4624
Epoch 1/1... Discriminator Loss: 0.4966... Generator Loss: 1.3222
Epoch 1/1... Discriminator Loss: 0.3499... Generator Loss: 3.4919
Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 1.4476
Epoch 1/1... Discriminator Loss: 0.3607... Generator Loss: 2.0622
Epoch 1/1... Discriminator Loss: 0.3978... Generator Loss: 1.6909

Epoch 1/1... Discriminator Loss: 0.2688... Generator Loss: 3.6768
Epoch 1/1... Discriminator Loss: 0.4410... Generator Loss: 1.4211
Epoch 1/1... Discriminator Loss: 0.2480... Generator Loss: 2.6166
Epoch 1/1... Discriminator Loss: 0.3244... Generator Loss: 2.0024
Epoch 1/1... Discriminator Loss: 0.1769... Generator Loss: 4.1233
Epoch 1/1... Discriminator Loss: 1.1800... Generator Loss: 0.4428
Epoch 1/1... Discriminator Loss: 0.6043... Generator Loss: 3.0519
Epoch 1/1... Discriminator Loss: 0.3886... Generator Loss: 3.6122
Epoch 1/1... Discriminator Loss: 0.1227... Generator Loss: 5.0512
Epoch 1/1... Discriminator Loss: 2.7386... Generator Loss: 0.0767
Epoch 1/1... Discriminator Loss: 0.5035... Generator Loss: 4.6932
Epoch 1/1... Discriminator Loss: 0.4027... Generator Loss: 8.5309
Epoch 1/1... Discriminator Loss: 0.4277... Generator Loss: 1.5999
Epoch 1/1... Discriminator Loss: 0.1361... Generator Loss: 6.9815
Epoch 1/1... Discriminator Loss: 1.1698... Generator Loss: 0.4480
Epoch 1/1... Discriminator Loss: 0.7189... Generator Loss: 3.3640
Epoch 1/1... Discriminator Loss: 0.3617... Generator Loss: 5.3811
Epoch 1/1... Discriminator Loss: 0.1473... Generator Loss: 3.5934
Epoch 1/1... Discriminator Loss: 0.4715... Generator Loss: 1.2125
Epoch 1/1... Discriminator Loss: 0.1865... Generator Loss: 2.9398
Epoch 1/1... Discriminator Loss: 0.1956... Generator Loss: 4.4218
Epoch 1/1... Discriminator Loss: 0.1750... Generator Loss: 3.1580
Epoch 1/1... Discriminator Loss: 0.4380... Generator Loss: 1.4648
Epoch 1/1... Discriminator Loss: 0.1914... Generator Loss: 3.8626
Epoch 1/1... Discriminator Loss: 0.1891... Generator Loss: 3.9940
Epoch 1/1... Discriminator Loss: 0.2188... Generator Loss: 2.5449
Epoch 1/1... Discriminator Loss: 0.5144... Generator Loss: 1.1355
Epoch 1/1... Discriminator Loss: 0.1963... Generator Loss: 5.3661
Epoch 1/1... Discriminator Loss: 0.2806... Generator Loss: 2.4612
Epoch 1/1... Discriminator Loss: 0.1948... Generator Loss: 3.0105
Epoch 1/1... Discriminator Loss: 0.2727... Generator Loss: 1.8232
Epoch 1/1... Discriminator Loss: 0.1218... Generator Loss: 3.8264
Epoch 1/1... Discriminator Loss: 0.6977... Generator Loss: 0.8612
Epoch 1/1... Discriminator Loss: 0.5892... Generator Loss: 4.9890
Epoch 1/1... Discriminator Loss: 0.2823... Generator Loss: 3.0929
Epoch 1/1... Discriminator Loss: 0.2371... Generator Loss: 2.3147
Epoch 1/1... Discriminator Loss: 1.1028... Generator Loss: 0.4982
Epoch 1/1... Discriminator Loss: 0.8601... Generator Loss: 5.9888
Epoch 1/1... Discriminator Loss: 0.2960... Generator Loss: 3.5094
Epoch 1/1... Discriminator Loss: 0.1481... Generator Loss: 2.9528
Epoch 1/1... Discriminator Loss: 1.4358... Generator Loss: 0.2946
Epoch 1/1... Discriminator Loss: 0.4409... Generator Loss: 4.5546
Epoch 1/1... Discriminator Loss: 0.3695... Generator Loss: 5.0857
Epoch 1/1... Discriminator Loss: 0.1432... Generator Loss: 6.5138
Epoch 1/1... Discriminator Loss: 2.3407... Generator Loss: 0.1209
Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 6.2876
Epoch 1/1... Discriminator Loss: 0.3580... Generator Loss: 8.3679
Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 0.5216
Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 10.3838
Epoch 1/1... Discriminator Loss: 0.6962... Generator Loss: 1.0489
Epoch 1/1... Discriminator Loss: 0.4888... Generator Loss: 2.3417
Epoch 1/1... Discriminator Loss: 0.2544... Generator Loss: 4.0659
Epoch 1/1... Discriminator Loss: 0.2283... Generator Loss: 2.2382
Epoch 1/1... Discriminator Loss: 0.4447... Generator Loss: 1.2885
Epoch 1/1... Discriminator Loss: 0.2115... Generator Loss: 5.2747
Epoch 1/1... Discriminator Loss: 0.2798... Generator Loss: 2.2743
Epoch 1/1... Discriminator Loss: 0.2309... Generator Loss: 3.0657
Epoch 1/1... Discriminator Loss: 0.2845... Generator Loss: 1.8973
Epoch 1/1... Discriminator Loss: 0.1409... Generator Loss: 3.9784
Epoch 1/1... Discriminator Loss: 0.6131... Generator Loss: 0.9092
Epoch 1/1... Discriminator Loss: 0.5083... Generator Loss: 6.0044
Epoch 1/1... Discriminator Loss: 0.3813... Generator Loss: 2.0007
Epoch 1/1... Discriminator Loss: 0.2652... Generator Loss: 2.2646
Epoch 1/1... Discriminator Loss: 0.4760... Generator Loss: 1.2351
Epoch 1/1... Discriminator Loss: 0.3798... Generator Loss: 5.4158
Epoch 1/1... Discriminator Loss: 0.4908... Generator Loss: 1.2195
Epoch 1/1... Discriminator Loss: 0.3176... Generator Loss: 3.6755
Epoch 1/1... Discriminator Loss: 0.4071... Generator Loss: 1.6211
Epoch 1/1... Discriminator Loss: 0.2018... Generator Loss: 3.4267
Epoch 1/1... Discriminator Loss: 0.6832... Generator Loss: 0.8599
Epoch 1/1... Discriminator Loss: 0.3641... Generator Loss: 5.1379
Epoch 1/1... Discriminator Loss: 0.8608... Generator Loss: 0.7388
Epoch 1/1... Discriminator Loss: 0.4517... Generator Loss: 3.4764
Epoch 1/1... Discriminator Loss: 0.2689... Generator Loss: 3.1810
Epoch 1/1... Discriminator Loss: 0.0973... Generator Loss: 5.3001
Epoch 1/1... Discriminator Loss: 2.3235... Generator Loss: 0.1167
Epoch 1/1... Discriminator Loss: 0.5734... Generator Loss: 5.5045
Epoch 1/1... Discriminator Loss: 0.3575... Generator Loss: 10.0856
Epoch 1/1... Discriminator Loss: 0.1358... Generator Loss: 3.4387
Epoch 1/1... Discriminator Loss: 0.0460... Generator Loss: 7.5359
Epoch 1/1... Discriminator Loss: 1.6705... Generator Loss: 0.2476
Epoch 1/1... Discriminator Loss: 0.4923... Generator Loss: 1.9367
Epoch 1/1... Discriminator Loss: 0.6577... Generator Loss: 7.2977
Epoch 1/1... Discriminator Loss: 0.2811... Generator Loss: 2.9991
Epoch 1/1... Discriminator Loss: 1.4070... Generator Loss: 0.3519
Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 3.3877
Epoch 1/1... Discriminator Loss: 0.3288... Generator Loss: 6.3925
Epoch 1/1... Discriminator Loss: 0.1139... Generator Loss: 4.7933
Epoch 1/1... Discriminator Loss: 1.8982... Generator Loss: 0.1868
Epoch 1/1... Discriminator Loss: 0.9091... Generator Loss: 1.9176
Epoch 1/1... Discriminator Loss: 0.5550... Generator Loss: 3.4696
Epoch 1/1... Discriminator Loss: 0.1964... Generator Loss: 3.9889
Epoch 1/1... Discriminator Loss: 1.0699... Generator Loss: 0.5210
Epoch 1/1... Discriminator Loss: 0.2869... Generator Loss: 3.8760
Epoch 1/1... Discriminator Loss: 0.2665... Generator Loss: 6.1198
Epoch 1/1... Discriminator Loss: 1.4551... Generator Loss: 0.3601
Epoch 1/1... Discriminator Loss: 0.6750... Generator Loss: 1.8696
Epoch 1/1... Discriminator Loss: 0.4652... Generator Loss: 7.7796
Epoch 1/1... Discriminator Loss: 0.8751... Generator Loss: 0.7950
Epoch 1/1... Discriminator Loss: 0.5179... Generator Loss: 1.5407

Epoch 1/1... Discriminator Loss: 0.3333... Generator Loss: 4.5982
Epoch 1/1... Discriminator Loss: 0.3223... Generator Loss: 1.9823
Epoch 1/1... Discriminator Loss: 0.5305... Generator Loss: 1.1378
Epoch 1/1... Discriminator Loss: 0.3800... Generator Loss: 1.9928
Epoch 1/1... Discriminator Loss: 0.2807... Generator Loss: 3.2085
Epoch 1/1... Discriminator Loss: 0.2322... Generator Loss: 2.4757
Epoch 1/1... Discriminator Loss: 0.8173... Generator Loss: 0.7172
Epoch 1/1... Discriminator Loss: 0.3652... Generator Loss: 2.9190
Epoch 1/1... Discriminator Loss: 0.2650... Generator Loss: 3.5539
Epoch 1/1... Discriminator Loss: 0.1435... Generator Loss: 3.8118
Epoch 1/1... Discriminator Loss: 0.9546... Generator Loss: 0.5601
Epoch 1/1... Discriminator Loss: 0.3939... Generator Loss: 2.3866
Epoch 1/1... Discriminator Loss: 0.3575... Generator Loss: 5.1364
Epoch 1/1... Discriminator Loss: 0.3899... Generator Loss: 1.5761
Epoch 1/1... Discriminator Loss: 0.7271... Generator Loss: 0.8813
Epoch 1/1... Discriminator Loss: 0.4253... Generator Loss: 2.4664
Epoch 1/1... Discriminator Loss: 0.2594... Generator Loss: 4.4114
Epoch 1/1... Discriminator Loss: 0.1767... Generator Loss: 2.8385
Epoch 1/1... Discriminator Loss: 1.3786... Generator Loss: 0.3555
Epoch 1/1... Discriminator Loss: 0.5864... Generator Loss: 4.7767
Epoch 1/1... Discriminator Loss: 0.3135... Generator Loss: 4.4142
Epoch 1/1... Discriminator Loss: 0.1762... Generator Loss: 3.1598
Epoch 1/1... Discriminator Loss: 1.2324... Generator Loss: 0.3910
Epoch 1/1... Discriminator Loss: 0.3616... Generator Loss: 3.4842
Epoch 1/1... Discriminator Loss: 0.3559... Generator Loss: 8.3171
Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.4557
Epoch 1/1... Discriminator Loss: 0.8590... Generator Loss: 1.0797
Epoch 1/1... Discriminator Loss: 0.8354... Generator Loss: 3.6850
Epoch 1/1... Discriminator Loss: 0.1825... Generator Loss: 4.6925
Epoch 1/1... Discriminator Loss: 0.5976... Generator Loss: 0.9759
Epoch 1/1... Discriminator Loss: 0.4106... Generator Loss: 1.4781
Epoch 1/1... Discriminator Loss: 0.2866... Generator Loss: 5.2365
Epoch 1/1... Discriminator Loss: 0.3381... Generator Loss: 2.1344
Epoch 1/1... Discriminator Loss: 0.1938... Generator Loss: 3.9272
Epoch 1/1... Discriminator Loss: 0.1245... Generator Loss: 3.6581
Epoch 1/1... Discriminator Loss: 0.1312... Generator Loss: 2.8881
Epoch 1/1... Discriminator Loss: 0.3917... Generator Loss: 1.3501
Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 4.4007
Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 1.0636
Epoch 1/1... Discriminator Loss: 0.4891... Generator Loss: 5.3910
Epoch 1/1... Discriminator Loss: 0.4191... Generator Loss: 1.4999
Epoch 1/1... Discriminator Loss: 0.1973... Generator Loss: 4.3797
Epoch 1/1... Discriminator Loss: 0.7905... Generator Loss: 0.7925
Epoch 1/1... Discriminator Loss: 0.4358... Generator Loss: 5.7884
Epoch 1/1... Discriminator Loss: 1.5470... Generator Loss: 0.3104
Epoch 1/1... Discriminator Loss: 0.9586... Generator Loss: 3.0915
Epoch 1/1... Discriminator Loss: 0.1683... Generator Loss: 3.6391
Epoch 1/1... Discriminator Loss: 1.6633... Generator Loss: 0.2848
Epoch 1/1... Discriminator Loss: 0.7842... Generator Loss: 1.3742
Epoch 1/1... Discriminator Loss: 0.7251... Generator Loss: 2.4289
Epoch 1/1... Discriminator Loss: 0.4661... Generator Loss: 1.5235
Epoch 1/1... Discriminator Loss: 0.1783... Generator Loss: 3.4018
Epoch 1/1... Discriminator Loss: 1.0039... Generator Loss: 0.5549
Epoch 1/1... Discriminator Loss: 0.4632... Generator Loss: 5.7786
Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 0.4596
Epoch 1/1... Discriminator Loss: 0.8807... Generator Loss: 2.6466
Epoch 1/1... Discriminator Loss: 0.3865... Generator Loss: 2.5979
Epoch 1/1... Discriminator Loss: 0.2171... Generator Loss: 2.4261
Epoch 1/1... Discriminator Loss: 1.7721... Generator Loss: 0.2132
Epoch 1/1... Discriminator Loss: 0.7348... Generator Loss: 6.5073
Epoch 1/1... Discriminator Loss: 0.5090... Generator Loss: 2.5466
Epoch 1/1... Discriminator Loss: 0.5143... Generator Loss: 1.3052
Epoch 1/1... Discriminator Loss: 0.2346... Generator Loss: 3.6584
Epoch 1/1... Discriminator Loss: 0.4604... Generator Loss: 1.3885
Epoch 1/1... Discriminator Loss: 0.2050... Generator Loss: 2.6805
Epoch 1/1... Discriminator Loss: 1.5197... Generator Loss: 0.3168
Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 2.6103
Epoch 1/1... Discriminator Loss: 0.4922... Generator Loss: 3.1089
Epoch 1/1... Discriminator Loss: 0.2758... Generator Loss: 2.0281
Epoch 1/1... Discriminator Loss: 1.7788... Generator Loss: 0.2327
Epoch 1/1... Discriminator Loss: 0.7131... Generator Loss: 1.5901
Epoch 1/1... Discriminator Loss: 0.6339... Generator Loss: 4.6141
Epoch 1/1... Discriminator Loss: 0.2191... Generator Loss: 6.2629
Epoch 1/1... Discriminator Loss: 0.1145... Generator Loss: 3.5101
Epoch 1/1... Discriminator Loss: 1.9672... Generator Loss: 0.1727
Epoch 1/1... Discriminator Loss: 1.1412... Generator Loss: 0.5200
Epoch 1/1... Discriminator Loss: 1.2214... Generator Loss: 3.7489
Epoch 1/1... Discriminator Loss: 0.3370... Generator Loss: 4.0652
Epoch 1/1... Discriminator Loss: 0.2019... Generator Loss: 2.7984
Epoch 1/1... Discriminator Loss: 2.3153... Generator Loss: 0.1278
Epoch 1/1... Discriminator Loss: 0.4652... Generator Loss: 2.1568
Epoch 1/1... Discriminator Loss: 0.4601... Generator Loss: 7.0408
Epoch 1/1... Discriminator Loss: 0.7434... Generator Loss: 0.9024
Epoch 1/1... Discriminator Loss: 0.2095... Generator Loss: 5.8900
Epoch 1/1... Discriminator Loss: 0.3280... Generator Loss: 1.8099
Epoch 1/1... Discriminator Loss: 0.5595... Generator Loss: 1.1170
Epoch 1/1... Discriminator Loss: 0.3413... Generator Loss: 4.1819
Epoch 1/1... Discriminator Loss: 0.3995... Generator Loss: 1.9199
Epoch 1/1... Discriminator Loss: 0.4454... Generator Loss: 1.5559
Epoch 1/1... Discriminator Loss: 0.3605... Generator Loss: 1.9923
Epoch 1/1... Discriminator Loss: 0.2328... Generator Loss: 3.9203
Epoch 1/1... Discriminator Loss: 0.5077... Generator Loss: 1.1858
Epoch 1/1... Discriminator Loss: 0.3830... Generator Loss: 2.7368
Epoch 1/1... Discriminator Loss: 0.2439... Generator Loss: 2.9476
Epoch 1/1... Discriminator Loss: 0.7155... Generator Loss: 0.8150
Epoch 1/1... Discriminator Loss: 0.2877... Generator Loss: 3.8354
Epoch 1/1... Discriminator Loss: 0.2433... Generator Loss: 3.2695
Epoch 1/1... Discriminator Loss: 0.1325... Generator Loss: 3.8959
Epoch 1/1... Discriminator Loss: 1.8313... Generator Loss: 0.1984
Epoch 1/1... Discriminator Loss: 0.6458... Generator Loss: 4.0362

Epoch 1/1... Discriminator Loss: 0.4634... Generator Loss: 3.3683
Epoch 1/1... Discriminator Loss: 0.1751... Generator Loss: 2.9372
Epoch 1/1... Discriminator Loss: 0.9739... Generator Loss: 0.5692
Epoch 1/1... Discriminator Loss: 0.2219... Generator Loss: 3.6062
Epoch 1/1... Discriminator Loss: 0.6430... Generator Loss: 1.1319
Epoch 1/1... Discriminator Loss: 0.4644... Generator Loss: 2.1092
Epoch 1/1... Discriminator Loss: 0.2588... Generator Loss: 3.9086
Epoch 1/1... Discriminator Loss: 0.1647... Generator Loss: 3.5120
Epoch 1/1... Discriminator Loss: 1.8729... Generator Loss: 0.1926
Epoch 1/1... Discriminator Loss: 0.7516... Generator Loss: 1.2745
Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 4.4819
Epoch 1/1... Discriminator Loss: 0.3065... Generator Loss: 2.9408
Epoch 1/1... Discriminator Loss: 0.2296... Generator Loss: 2.2766
Epoch 1/1... Discriminator Loss: 0.6971... Generator Loss: 0.8468
Epoch 1/1... Discriminator Loss: 0.2650... Generator Loss: 4.2578
Epoch 1/1... Discriminator Loss: 0.8956... Generator Loss: 0.7515
Epoch 1/1... Discriminator Loss: 0.8441... Generator Loss: 1.3658
Epoch 1/1... Discriminator Loss: 0.6277... Generator Loss: 2.6793
Epoch 1/1... Discriminator Loss: 0.2569... Generator Loss: 2.8066
Epoch 1/1... Discriminator Loss: 0.2563... Generator Loss: 2.3327
Epoch 1/1... Discriminator Loss: 0.4571... Generator Loss: 1.3406
Epoch 1/1... Discriminator Loss: 0.2060... Generator Loss: 6.8926
Epoch 1/1... Discriminator Loss: 0.5591... Generator Loss: 1.2363
Epoch 1/1... Discriminator Loss: 0.3022... Generator Loss: 9.0720
Epoch 1/1... Discriminator Loss: 0.7473... Generator Loss: 0.8686
Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 5.5642
Epoch 1/1... Discriminator Loss: 0.2117... Generator Loss: 3.1859
Epoch 1/1... Discriminator Loss: 0.6882... Generator Loss: 0.9198
Epoch 1/1... Discriminator Loss: 0.3030... Generator Loss: 3.2490
Epoch 1/1... Discriminator Loss: 0.2837... Generator Loss: 3.3606
Epoch 1/1... Discriminator Loss: 0.1855... Generator Loss: 2.8860
Epoch 1/1... Discriminator Loss: 1.2753... Generator Loss: 0.3803
Epoch 1/1... Discriminator Loss: 0.5166... Generator Loss: 4.8865
Epoch 1/1... Discriminator Loss: 0.3144... Generator Loss: 3.9207
Epoch 1/1... Discriminator Loss: 0.1119... Generator Loss: 4.2092
Epoch 1/1... Discriminator Loss: 2.0040... Generator Loss: 0.1952
Epoch 1/1... Discriminator Loss: 0.5981... Generator Loss: 2.3077
Epoch 1/1... Discriminator Loss: 0.5264... Generator Loss: 6.8256
Epoch 1/1... Discriminator Loss: 0.4628... Generator Loss: 1.5150
Epoch 1/1... Discriminator Loss: 0.2713... Generator Loss: 2.3509
Epoch 1/1... Discriminator Loss: 0.1590... Generator Loss: 3.2271
Epoch 1/1... Discriminator Loss: 0.7296... Generator Loss: 0.8470
Epoch 1/1... Discriminator Loss: 0.3846... Generator Loss: 2.0232
Epoch 1/1... Discriminator Loss: 0.2924... Generator Loss: 4.6204
Epoch 1/1... Discriminator Loss: 0.4043... Generator Loss: 1.4887
Epoch 1/1... Discriminator Loss: 0.3688... Generator Loss: 1.7422
Epoch 1/1... Discriminator Loss: 0.1923... Generator Loss: 4.6473
Epoch 1/1... Discriminator Loss: 0.1376... Generator Loss: 4.6644
Epoch 1/1... Discriminator Loss: 1.5153... Generator Loss: 0.2902
Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 2.4865
Epoch 1/1... Discriminator Loss: 0.4598... Generator Loss: 4.8614
Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 3.8096
Epoch 1/1... Discriminator Loss: 1.0955... Generator Loss: 0.5853
Epoch 1/1... Discriminator Loss: 0.2999... Generator Loss: 4.5950
Epoch 1/1... Discriminator Loss: 0.4793... Generator Loss: 1.9893
Epoch 1/1... Discriminator Loss: 0.3323... Generator Loss: 2.5475
Epoch 1/1... Discriminator Loss: 0.1723... Generator Loss: 4.0075
Epoch 1/1... Discriminator Loss: 0.1394... Generator Loss: 3.5882
Epoch 1/1... Discriminator Loss: 1.8144... Generator Loss: 0.2334
Epoch 1/1... Discriminator Loss: 0.9939... Generator Loss: 2.6105
Epoch 1/1... Discriminator Loss: 0.5072... Generator Loss: 3.1571
Epoch 1/1... Discriminator Loss: 0.1345... Generator Loss: 4.5056
Epoch 1/1... Discriminator Loss: 1.5875... Generator Loss: 0.2870
Epoch 1/1... Discriminator Loss: 0.4138... Generator Loss: 3.0893
Epoch 1/1... Discriminator Loss: 0.4673... Generator Loss: 5.9960
Epoch 1/1... Discriminator Loss: 0.6661... Generator Loss: 1.0369
Epoch 1/1... Discriminator Loss: 0.3964... Generator Loss: 2.0272
Epoch 1/1... Discriminator Loss: 0.2821... Generator Loss: 6.5387
Epoch 1/1... Discriminator Loss: 0.8158... Generator Loss: 0.7811
Epoch 1/1... Discriminator Loss: 0.4178... Generator Loss: 2.8169
Epoch 1/1... Discriminator Loss: 0.3280... Generator Loss: 6.3200
Epoch 1/1... Discriminator Loss: 0.7195... Generator Loss: 0.8683
Epoch 1/1... Discriminator Loss: 0.3629... Generator Loss: 3.9576
Epoch 1/1... Discriminator Loss: 0.3191... Generator Loss: 2.4957
Epoch 1/1... Discriminator Loss: 0.4224... Generator Loss: 1.4576
Epoch 1/1... Discriminator Loss: 0.6786... Generator Loss: 1.0193
Epoch 1/1... Discriminator Loss: 0.6436... Generator Loss: 4.3226
Epoch 1/1... Discriminator Loss: 0.2596... Generator Loss: 3.0593
Epoch 1/1... Discriminator Loss: 1.6145... Generator Loss: 0.3005
Epoch 1/1... Discriminator Loss: 0.8781... Generator Loss: 2.9913
Epoch 1/1... Discriminator Loss: 0.4066... Generator Loss: 4.6116
Epoch 1/1... Discriminator Loss: 0.1240... Generator Loss: 4.0484
Epoch 1/1... Discriminator Loss: 1.8167... Generator Loss: 0.2490
Epoch 1/1... Discriminator Loss: 0.7260... Generator Loss: 1.5501
Epoch 1/1... Discriminator Loss: 0.8088... Generator Loss: 4.2241
Epoch 1/1... Discriminator Loss: 0.2438... Generator Loss: 4.7784
Epoch 1/1... Discriminator Loss: 0.1433... Generator Loss: 3.3248
Epoch 1/1... Discriminator Loss: 1.4058... Generator Loss: 0.3355
Epoch 1/1... Discriminator Loss: 0.4219... Generator Loss: 2.4121
Epoch 1/1... Discriminator Loss: 0.4440... Generator Loss: 5.0217
Epoch 1/1... Discriminator Loss: 0.1738... Generator Loss: 4.8099
Epoch 1/1... Discriminator Loss: 1.3009... Generator Loss: 0.4052
Epoch 1/1... Discriminator Loss: 0.4823... Generator Loss: 2.1369
Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 5.1461
Epoch 1/1... Discriminator Loss: 0.5690... Generator Loss: 1.3160
Epoch 1/1... Discriminator Loss: 0.2844... Generator Loss: 2.7274
Epoch 1/1... Discriminator Loss: 0.2141... Generator Loss: 3.2748
Epoch 1/1... Discriminator Loss: 0.1505... Generator Loss: 3.3917
Epoch 1/1... Discriminator Loss: 0.8329... Generator Loss: 0.7134
Epoch 1/1... Discriminator Loss: 0.3097... Generator Loss: 4.5455

Epoch 1/1... Discriminator Loss: 0.6613... Generator Loss: 1.1613
Epoch 1/1... Discriminator Loss: 0.5161... Generator Loss: 3.3794
Epoch 1/1... Discriminator Loss: 0.2491... Generator Loss: 3.0131
Epoch 1/1... Discriminator Loss: 0.1954... Generator Loss: 2.4406
Epoch 1/1... Discriminator Loss: 1.5563... Generator Loss: 0.2815
Epoch 1/1... Discriminator Loss: 0.9543... Generator Loss: 4.8018
Epoch 1/1... Discriminator Loss: 0.5396... Generator Loss: 2.5321
Epoch 1/1... Discriminator Loss: 0.3811... Generator Loss: 1.6173
Epoch 1/1... Discriminator Loss: 0.3119... Generator Loss: 1.8189
Epoch 1/1... Discriminator Loss: 0.1646... Generator Loss: 3.6871
Epoch 1/1... Discriminator Loss: 0.5901... Generator Loss: 0.9887
Epoch 1/1... Discriminator Loss: 0.3650... Generator Loss: 4.7328
Epoch 1/1... Discriminator Loss: 0.5419... Generator Loss: 1.2710
Epoch 1/1... Discriminator Loss: 0.3044... Generator Loss: 3.0968
Epoch 1/1... Discriminator Loss: 0.2535... Generator Loss: 2.5119
Epoch 1/1... Discriminator Loss: 0.3297... Generator Loss: 1.7183
Epoch 1/1... Discriminator Loss: 0.4559... Generator Loss: 1.4766
Epoch 1/1... Discriminator Loss: 0.4574... Generator Loss: 3.6916
Epoch 1/1... Discriminator Loss: 0.2178... Generator Loss: 3.4353
Epoch 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.3955
Epoch 1/1... Discriminator Loss: 0.6121... Generator Loss: 1.8775
Epoch 1/1... Discriminator Loss: 0.5094... Generator Loss: 4.8751
Epoch 1/1... Discriminator Loss: 0.1609... Generator Loss: 4.8762
Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 0.5081
Epoch 1/1... Discriminator Loss: 0.3998... Generator Loss: 1.8638
Epoch 1/1... Discriminator Loss: 0.4007... Generator Loss: 4.7912
Epoch 1/1... Discriminator Loss: 0.2290... Generator Loss: 4.2435
Epoch 1/1... Discriminator Loss: 0.8166... Generator Loss: 0.7154
Epoch 1/1... Discriminator Loss: 0.3485... Generator Loss: 2.4004
Epoch 1/1... Discriminator Loss: 0.3029... Generator Loss: 7.2062
Epoch 1/1... Discriminator Loss: 0.7125... Generator Loss: 0.9328
Epoch 1/1... Discriminator Loss: 0.2936... Generator Loss: 6.5547
Epoch 1/1... Discriminator Loss: 0.1905... Generator Loss: 4.2751
Epoch 1/1... Discriminator Loss: 0.6363... Generator Loss: 1.0167
Epoch 1/1... Discriminator Loss: 0.3439... Generator Loss: 2.5780
Epoch 1/1... Discriminator Loss: 0.3041... Generator Loss: 3.8997
Epoch 1/1... Discriminator Loss: 0.1453... Generator Loss: 3.8560
Epoch 1/1... Discriminator Loss: 1.4282... Generator Loss: 0.3138
Epoch 1/1... Discriminator Loss: 0.5804... Generator Loss: 5.7724
Epoch 1/1... Discriminator Loss: 0.4955... Generator Loss: 2.2067
Epoch 1/1... Discriminator Loss: 0.5797... Generator Loss: 1.1791
Epoch 1/1... Discriminator Loss: 0.2926... Generator Loss: 4.3036
Epoch 1/1... Discriminator Loss: 0.1662... Generator Loss: 5.0378
Epoch 1/1... Discriminator Loss: 0.9322... Generator Loss: 0.6296
Epoch 1/1... Discriminator Loss: 0.4573... Generator Loss: 2.2161
Epoch 1/1... Discriminator Loss: 0.4172... Generator Loss: 4.5357
Epoch 1/1... Discriminator Loss: 0.1361... Generator Loss: 4.0251
Epoch 1/1... Discriminator Loss: 1.1098... Generator Loss: 0.4667
Epoch 1/1... Discriminator Loss: 0.3191... Generator Loss: 6.0405
Epoch 1/1... Discriminator Loss: 0.6768... Generator Loss: 1.3345
Epoch 1/1... Discriminator Loss: 0.3408... Generator Loss: 5.9521
Epoch 1/1... Discriminator Loss: 0.1800... Generator Loss: 3.1689
Epoch 1/1... Discriminator Loss: 1.6318... Generator Loss: 0.2608
Epoch 1/1... Discriminator Loss: 0.5344... Generator Loss: 5.3895
Epoch 1/1... Discriminator Loss: 0.3928... Generator Loss: 4.3152
Epoch 1/1... Discriminator Loss: 0.5689... Generator Loss: 1.4384
Epoch 1/1... Discriminator Loss: 0.5757... Generator Loss: 1.3235
Epoch 1/1... Discriminator Loss: 0.4018... Generator Loss: 2.7960
Epoch 1/1... Discriminator Loss: 0.2663... Generator Loss: 3.1134
Epoch 1/1... Discriminator Loss: 0.1853... Generator Loss: 3.2223
Epoch 1/1... Discriminator Loss: 0.3197... Generator Loss: 1.8509
Epoch 1/1... Discriminator Loss: 0.1497... Generator Loss: 3.8499
Epoch 1/1... Discriminator Loss: 1.0640... Generator Loss: 0.5310
Epoch 1/1... Discriminator Loss: 0.5123... Generator Loss: 4.5169
Epoch 1/1... Discriminator Loss: 0.3897... Generator Loss: 2.4593
Epoch 1/1... Discriminator Loss: 0.5036... Generator Loss: 1.3615
Epoch 1/1... Discriminator Loss: 0.3746... Generator Loss: 1.8464
Epoch 1/1... Discriminator Loss: 0.2170... Generator Loss: 5.8423
Epoch 1/1... Discriminator Loss: 0.6974... Generator Loss: 0.8944
Epoch 1/1... Discriminator Loss: 0.3415... Generator Loss: 4.1204
Epoch 1/1... Discriminator Loss: 0.2434... Generator Loss: 3.3110
Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 1.2635
Epoch 1/1... Discriminator Loss: 0.3124... Generator Loss: 2.4035
Epoch 1/1... Discriminator Loss: 0.2497... Generator Loss: 3.7298
Epoch 1/1... Discriminator Loss: 0.1618... Generator Loss: 3.7761
Epoch 1/1... Discriminator Loss: 1.2636... Generator Loss: 0.4030
Epoch 1/1... Discriminator Loss: 0.6703... Generator Loss: 2.6219
Epoch 1/1... Discriminator Loss: 0.4366... Generator Loss: 5.6879
Epoch 1/1... Discriminator Loss: 0.2363... Generator Loss: 2.5884
Epoch 1/1... Discriminator Loss: 0.1073... Generator Loss: 3.6616
Epoch 1/1... Discriminator Loss: 0.9271... Generator Loss: 0.5807
Epoch 1/1... Discriminator Loss: 0.2843... Generator Loss: 6.2153
Epoch 1/1... Discriminator Loss: 0.5154... Generator Loss: 1.5791
Epoch 1/1... Discriminator Loss: 0.2964... Generator Loss: 4.1385
Epoch 1/1... Discriminator Loss: 0.2207... Generator Loss: 2.6682
Epoch 1/1... Discriminator Loss: 0.3137... Generator Loss: 1.6647
Epoch 1/1... Discriminator Loss: 0.3685... Generator Loss: 1.5358
Epoch 1/1... Discriminator Loss: 0.2585... Generator Loss: 4.3923
Epoch 1/1... Discriminator Loss: 0.1793... Generator Loss: 4.5793
Epoch 1/1... Discriminator Loss: 0.7501... Generator Loss: 0.7710
Epoch 1/1... Discriminator Loss: 0.3815... Generator Loss: 2.8966
Epoch 1/1... Discriminator Loss: 0.2637... Generator Loss: 4.4387
Epoch 1/1... Discriminator Loss: 0.2076... Generator Loss: 2.4579
Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.4875
Epoch 1/1... Discriminator Loss: 0.5478... Generator Loss: 3.4541
Epoch 1/1... Discriminator Loss: 0.3353... Generator Loss: 6.0419
Epoch 1/1... Discriminator Loss: 0.9488... Generator Loss: 0.6099
Epoch 1/1... Discriminator Loss: 0.4323... Generator Loss: 2.0522
Epoch 1/1... Discriminator Loss: 0.3256... Generator Loss: 6.9152
Epoch 1/1... Discriminator Loss: 0.5483... Generator Loss: 1.1594

Epoch 1/1... Discriminator Loss: 0.4040... Generator Loss: 1.8073
Epoch 1/1... Discriminator Loss: 0.2683... Generator Loss: 3.9780
Epoch 1/1... Discriminator Loss: 0.1362... Generator Loss: 4.8366
Epoch 1/1... Discriminator Loss: 0.9767... Generator Loss: 0.5494
Epoch 1/1... Discriminator Loss: 0.3262... Generator Loss: 3.3241
Epoch 1/1... Discriminator Loss: 0.3323... Generator Loss: 9.4170
Epoch 1/1... Discriminator Loss: 0.4189... Generator Loss: 1.5139
Epoch 1/1... Discriminator Loss: 0.0998... Generator Loss: 8.7189
Epoch 1/1... Discriminator Loss: 0.5719... Generator Loss: 0.9997
Epoch 1/1... Discriminator Loss: 0.1951... Generator Loss: 6.0669
Epoch 1/1... Discriminator Loss: 0.2741... Generator Loss: 2.5107
Epoch 1/1... Discriminator Loss: 0.2129... Generator Loss: 3.2886
Epoch 1/1... Discriminator Loss: 0.1995... Generator Loss: 2.9460
Epoch 1/1... Discriminator Loss: 0.1915... Generator Loss: 2.7471
Epoch 1/1... Discriminator Loss: 0.2809... Generator Loss: 1.9524
Epoch 1/1... Discriminator Loss: 0.1579... Generator Loss: 5.2789
Epoch 1/1... Discriminator Loss: 1.1569... Generator Loss: 0.4840
Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 5.8253
Epoch 1/1... Discriminator Loss: 0.2261... Generator Loss: 2.9158
Epoch 1/1... Discriminator Loss: 0.9616... Generator Loss: 0.6617
Epoch 1/1... Discriminator Loss: 0.4104... Generator Loss: 2.9531
Epoch 1/1... Discriminator Loss: 0.2386... Generator Loss: 5.4503
Epoch 1/1... Discriminator Loss: 0.5934... Generator Loss: 1.1479
Epoch 1/1... Discriminator Loss: 0.2719... Generator Loss: 4.5017
Epoch 1/1... Discriminator Loss: 0.2119... Generator Loss: 3.6084
Epoch 1/1... Discriminator Loss: 0.1149... Generator Loss: 5.8101
Epoch 1/1... Discriminator Loss: 0.8543... Generator Loss: 0.6820
Epoch 1/1... Discriminator Loss: 0.5110... Generator Loss: 5.8749
Epoch 1/1... Discriminator Loss: 0.2664... Generator Loss: 3.2509
Epoch 1/1... Discriminator Loss: 0.5738... Generator Loss: 1.0630
Epoch 1/1... Discriminator Loss: 0.2699... Generator Loss: 2.7484
Epoch 1/1... Discriminator Loss: 0.1851... Generator Loss: 4.3431
Epoch 1/1... Discriminator Loss: 0.1241... Generator Loss: 4.8056
Epoch 1/1... Discriminator Loss: 1.1493... Generator Loss: 0.4565
Epoch 1/1... Discriminator Loss: 0.5188... Generator Loss: 3.0513
Epoch 1/1... Discriminator Loss: 0.2980... Generator Loss: 5.5477
Epoch 1/1... Discriminator Loss: 0.0996... Generator Loss: 5.0862
Epoch 1/1... Discriminator Loss: 1.8827... Generator Loss: 0.1972
Epoch 1/1... Discriminator Loss: 0.5313... Generator Loss: 2.6527
Epoch 1/1... Discriminator Loss: 0.4658... Generator Loss: 4.9312
Epoch 1/1... Discriminator Loss: 0.3240... Generator Loss: 2.1167
Epoch 1/1... Discriminator Loss: 0.3153... Generator Loss: 1.6643
Epoch 1/1... Discriminator Loss: 0.3933... Generator Loss: 1.5963
Epoch 1/1... Discriminator Loss: 0.2745... Generator Loss: 4.7818
Epoch 1/1... Discriminator Loss: 0.2117... Generator Loss: 2.9347
Epoch 1/1... Discriminator Loss: 0.1062... Generator Loss: 5.1172
Epoch 1/1... Discriminator Loss: 1.4648... Generator Loss: 0.3278
Epoch 1/1... Discriminator Loss: 0.5013... Generator Loss: 4.9827
Epoch 1/1... Discriminator Loss: 0.3131... Generator Loss: 7.1122
Epoch 1/1... Discriminator Loss: 0.3086... Generator Loss: 1.8596
Epoch 1/1... Discriminator Loss: 0.0925... Generator Loss: 4.5107
Epoch 1/1... Discriminator Loss: 0.8824... Generator Loss: 0.6117
Epoch 1/1... Discriminator Loss: 0.2548... Generator Loss: 4.5024
Epoch 1/1... Discriminator Loss: 0.2850... Generator Loss: 7.0203
Epoch 1/1... Discriminator Loss: 0.7896... Generator Loss: 0.7800
Epoch 1/1... Discriminator Loss: 0.4641... Generator Loss: 2.3303
Epoch 1/1... Discriminator Loss: 0.3582... Generator Loss: 3.9190
Epoch 1/1... Discriminator Loss: 0.1897... Generator Loss: 2.8626
Epoch 1/1... Discriminator Loss: 0.2003... Generator Loss: 2.1359
Epoch 1/1... Discriminator Loss: 0.8083... Generator Loss: 0.6741
Epoch 1/1... Discriminator Loss: 0.4150... Generator Loss: 6.7033
Epoch 1/1... Discriminator Loss: 0.5222... Generator Loss: 1.6897
Epoch 1/1... Discriminator Loss: 0.1903... Generator Loss: 4.2987
Epoch 1/1... Discriminator Loss: 0.3031... Generator Loss: 1.7253
Epoch 1/1... Discriminator Loss: 0.1202... Generator Loss: 3.9656
Epoch 1/1... Discriminator Loss: 0.6555... Generator Loss: 0.8989
Epoch 1/1... Discriminator Loss: 0.2422... Generator Loss: 4.1778
Epoch 1/1... Discriminator Loss: 0.3553... Generator Loss: 2.0012
Epoch 1/1... Discriminator Loss: 0.1862... Generator Loss: 3.8679
Epoch 1/1... Discriminator Loss: 0.8680... Generator Loss: 0.6652
Epoch 1/1... Discriminator Loss: 0.6619... Generator Loss: 4.5971
Epoch 1/1... Discriminator Loss: 0.2837... Generator Loss: 2.6220
Epoch 1/1... Discriminator Loss: 0.2066... Generator Loss: 2.4409
Epoch 1/1... Discriminator Loss: 0.7092... Generator Loss: 0.7572
Epoch 1/1... Discriminator Loss: 0.2263... Generator Loss: 5.4949
Epoch 1/1... Discriminator Loss: 0.5962... Generator Loss: 1.2656
Epoch 1/1... Discriminator Loss: 0.5660... Generator Loss: 1.6448
Epoch 1/1... Discriminator Loss: 0.3426... Generator Loss: 3.0340
Epoch 1/1... Discriminator Loss: 0.1596... Generator Loss: 4.2090
Epoch 1/1... Discriminator Loss: 1.3890... Generator Loss: 0.3306
Epoch 1/1... Discriminator Loss: 0.5694... Generator Loss: 4.0937
Epoch 1/1... Discriminator Loss: 0.3343... Generator Loss: 6.3299
Epoch 1/1... Discriminator Loss: 0.1050... Generator Loss: 4.6733
Epoch 1/1... Discriminator Loss: 2.1202... Generator Loss: 0.1873
Epoch 1/1... Discriminator Loss: 0.5247... Generator Loss: 5.5274
Epoch 1/1... Discriminator Loss: 0.4536... Generator Loss: 8.7701
Epoch 1/1... Discriminator Loss: 0.4363... Generator Loss: 1.4883
Epoch 1/1... Discriminator Loss: 0.1096... Generator Loss: 7.6122
Epoch 1/1... Discriminator Loss: 1.1890... Generator Loss: 0.4595
Epoch 1/1... Discriminator Loss: 0.4469... Generator Loss: 5.9875
Epoch 1/1... Discriminator Loss: 0.3123... Generator Loss: 4.0370
Epoch 1/1... Discriminator Loss: 0.2065... Generator Loss: 2.5714
Epoch 1/1... Discriminator Loss: 0.8815... Generator Loss: 0.6905
Epoch 1/1... Discriminator Loss: 0.4314... Generator Loss: 4.1182
Epoch 1/1... Discriminator Loss: 0.3057... Generator Loss: 3.5988
Epoch 1/1... Discriminator Loss: 0.1623... Generator Loss: 2.9762
Epoch 1/1... Discriminator Loss: 0.9002... Generator Loss: 0.6046
Epoch 1/1... Discriminator Loss: 0.4701... Generator Loss: 5.4471
Epoch 1/1... Discriminator Loss: 0.3375... Generator Loss: 3.2984
Epoch 1/1... Discriminator Loss: 0.2422... Generator Loss: 2.2676

Epoch 1/1... Discriminator Loss: 0.3790... Generator Loss: 1.5019
Epoch 1/1... Discriminator Loss: 0.1696... Generator Loss: 4.9175
Epoch 1/1... Discriminator Loss: 0.4750... Generator Loss: 1.2791
Epoch 1/1... Discriminator Loss: 0.4876... Generator Loss: 1.9679
Epoch 1/1... Discriminator Loss: 0.3156... Generator Loss: 2.5134
Epoch 1/1... Discriminator Loss: 0.3218... Generator Loss: 1.8625
Epoch 1/1... Discriminator Loss: 0.1984... Generator Loss: 2.6935
Epoch 1/1... Discriminator Loss: 0.3662... Generator Loss: 1.6392
Epoch 1/1... Discriminator Loss: 0.1700... Generator Loss: 5.4523
Epoch 1/1... Discriminator Loss: 1.1782... Generator Loss: 0.4572
Epoch 1/1... Discriminator Loss: 0.8516... Generator Loss: 6.5737
Epoch 1/1... Discriminator Loss: 0.2349... Generator Loss: 5.3308
Epoch 1/1... Discriminator Loss: 1.3765... Generator Loss: 0.4939
Epoch 1/1... Discriminator Loss: 0.4475... Generator Loss: 2.0404
Epoch 1/1... Discriminator Loss: 0.3989... Generator Loss: 4.7709
Epoch 1/1... Discriminator Loss: 0.1629... Generator Loss: 6.7760
Epoch 1/1... Discriminator Loss: 1.0674... Generator Loss: 0.5208
Epoch 1/1... Discriminator Loss: 0.2072... Generator Loss: 7.8315
Epoch 1/1... Discriminator Loss: 0.2985... Generator Loss: 2.7566
Epoch 1/1... Discriminator Loss: 0.4391... Generator Loss: 1.6999
Epoch 1/1... Discriminator Loss: 0.2651... Generator Loss: 2.4807
Epoch 1/1... Discriminator Loss: 0.3790... Generator Loss: 1.5857
Epoch 1/1... Discriminator Loss: 0.3355... Generator Loss: 2.0718
Epoch 1/1... Discriminator Loss: 0.3023... Generator Loss: 2.1980
Epoch 1/1... Discriminator Loss: 0.2597... Generator Loss: 3.1429
Epoch 1/1... Discriminator Loss: 0.3677... Generator Loss: 1.8750
Epoch 1/1... Discriminator Loss: 0.1941... Generator Loss: 4.9619
Epoch 1/1... Discriminator Loss: 0.4607... Generator Loss: 1.3696
Epoch 1/1... Discriminator Loss: 0.2501... Generator Loss: 3.4259
Epoch 1/1... Discriminator Loss: 0.1683... Generator Loss: 4.0717
Epoch 1/1... Discriminator Loss: 0.1620... Generator Loss: 2.9917
Epoch 1/1... Discriminator Loss: 0.5458... Generator Loss: 1.0882
Epoch 1/1... Discriminator Loss: 0.4384... Generator Loss: 7.3448
Epoch 1/1... Discriminator Loss: 0.7049... Generator Loss: 1.0555
Epoch 1/1... Discriminator Loss: 0.4360... Generator Loss: 5.4311
Epoch 1/1... Discriminator Loss: 0.1243... Generator Loss: 7.0193
Epoch 1/1... Discriminator Loss: 1.0312... Generator Loss: 0.6214
Epoch 1/1... Discriminator Loss: 0.4111... Generator Loss: 10.3663
Epoch 1/1... Discriminator Loss: 0.3118... Generator Loss: 4.5986
Epoch 1/1... Discriminator Loss: 0.0939... Generator Loss: 4.8924
Epoch 1/1... Discriminator Loss: 1.6455... Generator Loss: 0.3019
Epoch 1/1... Discriminator Loss: 0.6327... Generator Loss: 5.3633
Epoch 1/1... Discriminator Loss: 0.3511... Generator Loss: 7.4956
Epoch 1/1... Discriminator Loss: 0.2613... Generator Loss: 2.1506
Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 1.3615
Epoch 1/1... Discriminator Loss: 0.2030... Generator Loss: 5.9946
Epoch 1/1... Discriminator Loss: 0.4526... Generator Loss: 1.3638
Epoch 1/1... Discriminator Loss: 0.2723... Generator Loss: 4.8935
Epoch 1/1... Discriminator Loss: 0.2282... Generator Loss: 2.8720
Epoch 1/1... Discriminator Loss: 0.1526... Generator Loss: 2.7594
Epoch 1/1... Discriminator Loss: 0.8405... Generator Loss: 0.6773
Epoch 1/1... Discriminator Loss: 0.4260... Generator Loss: 7.9479
Epoch 1/1... Discriminator Loss: 0.3753... Generator Loss: 1.7554
Epoch 1/1... Discriminator Loss: 0.1591... Generator Loss: 3.6848
Epoch 1/1... Discriminator Loss: 0.0925... Generator Loss: 5.2111
Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 1.0519
Epoch 1/1... Discriminator Loss: 0.1540... Generator Loss: 5.7158
Epoch 1/1... Discriminator Loss: 0.3794... Generator Loss: 1.6676
Epoch 1/1... Discriminator Loss: 0.1925... Generator Loss: 5.2671
Epoch 1/1... Discriminator Loss: 0.1503... Generator Loss: 3.6065
Epoch 1/1... Discriminator Loss: 1.1466... Generator Loss: 0.5659
Epoch 1/1... Discriminator Loss: 0.5466... Generator Loss: 4.9450
Epoch 1/1... Discriminator Loss: 0.2972... Generator Loss: 2.8734
Epoch 1/1... Discriminator Loss: 0.1107... Generator Loss: 4.3560
Epoch 1/1... Discriminator Loss: 0.7278... Generator Loss: 0.7725
Epoch 1/1... Discriminator Loss: 0.2067... Generator Loss: 5.2084
Epoch 1/1... Discriminator Loss: 0.3182... Generator Loss: 2.6593
Epoch 1/1... Discriminator Loss: 0.1811... Generator Loss: 3.7781
Epoch 1/1... Discriminator Loss: 0.3422... Generator Loss: 1.7632
Epoch 1/1... Discriminator Loss: 0.1850... Generator Loss: 4.1582
Epoch 1/1... Discriminator Loss: 0.2881... Generator Loss: 2.0016
Epoch 1/1... Discriminator Loss: 0.1300... Generator Loss: 4.1413
Epoch 1/1... Discriminator Loss: 0.7947... Generator Loss: 0.7392
Epoch 1/1... Discriminator Loss: 0.5517... Generator Loss: 6.0460
Epoch 1/1... Discriminator Loss: 0.7885... Generator Loss: 0.8420
Epoch 1/1... Discriminator Loss: 0.3866... Generator Loss: 5.5761
Epoch 1/1... Discriminator Loss: 0.1750... Generator Loss: 6.8971
Epoch 1/1... Discriminator Loss: 0.9158... Generator Loss: 0.7410
Epoch 1/1... Discriminator Loss: 0.4485... Generator Loss: 5.7437
Epoch 1/1... Discriminator Loss: 0.2017... Generator Loss: 5.0753
Epoch 1/1... Discriminator Loss: 0.2741... Generator Loss: 1.8205
Epoch 1/1... Discriminator Loss: 0.1085... Generator Loss: 4.0704
Epoch 1/1... Discriminator Loss: 1.2589... Generator Loss: 0.4078
Epoch 1/1... Discriminator Loss: 0.9581... Generator Loss: 3.8438
Epoch 1/1... Discriminator Loss: 0.2838... Generator Loss: 2.9904
Epoch 1/1... Discriminator Loss: 0.1076... Generator Loss: 3.3520
Epoch 1/1... Discriminator Loss: 1.4135... Generator Loss: 0.4383
Epoch 1/1... Discriminator Loss: 0.4215... Generator Loss: 6.0440
Epoch 1/1... Discriminator Loss: 0.5496... Generator Loss: 2.1863
Epoch 1/1... Discriminator Loss: 0.2719... Generator Loss: 4.3176
Epoch 1/1... Discriminator Loss: 0.2692... Generator Loss: 2.2533
Epoch 1/1... Discriminator Loss: 0.2519... Generator Loss: 2.1735
Epoch 1/1... Discriminator Loss: 0.5544... Generator Loss: 1.1324
Epoch 1/1... Discriminator Loss: 0.3450... Generator Loss: 6.3768
Epoch 1/1... Discriminator Loss: 0.4901... Generator Loss: 1.6030
Epoch 1/1... Discriminator Loss: 0.2502... Generator Loss: 4.4346
Epoch 1/1... Discriminator Loss: 0.5331... Generator Loss: 1.1347
Epoch 1/1... Discriminator Loss: 0.4004... Generator Loss: 2.2888
Epoch 1/1... Discriminator Loss: 0.2484... Generator Loss: 4.6855
Epoch 1/1... Discriminator Loss: 0.2157... Generator Loss: 2.1320

Epoch 1/1... Discriminator Loss: 0.0966... Generator Loss: 4.1650
Epoch 1/1... Discriminator Loss: 0.9776... Generator Loss: 0.5933
Epoch 1/1... Discriminator Loss: 0.3693... Generator Loss: 3.8917
Epoch 1/1... Discriminator Loss: 0.3593... Generator Loss: 3.7700
Epoch 1/1... Discriminator Loss: 0.3698... Generator Loss: 1.8815
Epoch 1/1... Discriminator Loss: 0.1707... Generator Loss: 3.5418
Epoch 1/1... Discriminator Loss: 0.1941... Generator Loss: 2.7597
Epoch 1/1... Discriminator Loss: 0.0855... Generator Loss: 5.5850
Epoch 1/1... Discriminator Loss: 1.1422... Generator Loss: 0.4546
Epoch 1/1... Discriminator Loss: 0.6791... Generator Loss: 10.6934
Epoch 1/1... Discriminator Loss: 0.3133... Generator Loss: 2.1702
Epoch 1/1... Discriminator Loss: 0.1532... Generator Loss: 4.8826
Epoch 1/1... Discriminator Loss: 0.9812... Generator Loss: 0.5639
Epoch 1/1... Discriminator Loss: 0.4487... Generator Loss: 6.0500
Epoch 1/1... Discriminator Loss: 0.5816... Generator Loss: 1.2096
Epoch 1/1... Discriminator Loss: 0.3078... Generator Loss: 2.8478
Epoch 1/1... Discriminator Loss: 0.3267... Generator Loss: 2.3664
Epoch 1/1... Discriminator Loss: 0.1162... Generator Loss: 6.1740
Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 1.4458
Epoch 1/1... Discriminator Loss: 0.2001... Generator Loss: 4.6796
Epoch 1/1... Discriminator Loss: 0.5801... Generator Loss: 1.1151
Epoch 1/1... Discriminator Loss: 0.4169... Generator Loss: 3.9036
Epoch 1/1... Discriminator Loss: 0.1361... Generator Loss: 5.4780
Epoch 1/1... Discriminator Loss: 1.0103... Generator Loss: 0.6223
Epoch 1/1... Discriminator Loss: 0.4846... Generator Loss: 7.7277
Epoch 1/1... Discriminator Loss: 0.3640... Generator Loss: 2.6506
Epoch 1/1... Discriminator Loss: 0.1149... Generator Loss: 7.4932
Epoch 1/1... Discriminator Loss: 0.2799... Generator Loss: 1.7118
Epoch 1/1... Discriminator Loss: 0.1941... Generator Loss: 2.6026
Epoch 1/1... Discriminator Loss: 0.1512... Generator Loss: 3.3986
Epoch 1/1... Discriminator Loss: 0.2194... Generator Loss: 2.4849
Epoch 1/1... Discriminator Loss: 0.1164... Generator Loss: 5.6776
Epoch 1/1... Discriminator Loss: 1.5246... Generator Loss: 0.3424
Epoch 1/1... Discriminator Loss: 1.0780... Generator Loss: 11.7351
Epoch 1/1... Discriminator Loss: 0.2739... Generator Loss: 2.4534
Epoch 1/1... Discriminator Loss: 0.0783... Generator Loss: 4.5046
Epoch 1/1... Discriminator Loss: 1.4864... Generator Loss: 0.3618
Epoch 1/1... Discriminator Loss: 0.4606... Generator Loss: 5.0293
Epoch 1/1... Discriminator Loss: 0.4302... Generator Loss: 4.9908
Epoch 1/1... Discriminator Loss: 0.5601... Generator Loss: 1.8628
Epoch 1/1... Discriminator Loss: 0.1914... Generator Loss: 4.1499
Epoch 1/1... Discriminator Loss: 0.1165... Generator Loss: 6.2720
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 0.5164
Epoch 1/1... Discriminator Loss: 0.4572... Generator Loss: 4.2232
Epoch 1/1... Discriminator Loss: 0.2335... Generator Loss: 6.2319
Epoch 1/1... Discriminator Loss: 0.6775... Generator Loss: 1.0160
Epoch 1/1... Discriminator Loss: 0.2464... Generator Loss: 3.7563
Epoch 1/1... Discriminator Loss: 0.1747... Generator Loss: 8.0609
Epoch 1/1... Discriminator Loss: 0.3159... Generator Loss: 1.8367
Epoch 1/1... Discriminator Loss: 0.1068... Generator Loss: 7.4645
Epoch 1/1... Discriminator Loss: 0.4856... Generator Loss: 1.1648
Epoch 1/1... Discriminator Loss: 0.3445... Generator Loss: 8.6498
Epoch 1/1... Discriminator Loss: 0.5025... Generator Loss: 1.4028
Epoch 1/1... Discriminator Loss: 0.2193... Generator Loss: 5.6897
Epoch 1/1... Discriminator Loss: 0.2063... Generator Loss: 2.6984
Epoch 1/1... Discriminator Loss: 0.1730... Generator Loss: 2.9400
Epoch 1/1... Discriminator Loss: 0.0999... Generator Loss: 4.2703
Epoch 1/1... Discriminator Loss: 0.6698... Generator Loss: 0.8855
Epoch 1/1... Discriminator Loss: 0.5676... Generator Loss: 8.1857
Epoch 1/1... Discriminator Loss: 0.4292... Generator Loss: 1.8466
Epoch 1/1... Discriminator Loss: 0.2862... Generator Loss: 2.1380
Epoch 1/1... Discriminator Loss: 0.1272... Generator Loss: 4.6782
Epoch 1/1... Discriminator Loss: 0.2926... Generator Loss: 1.6901
Epoch 1/1... Discriminator Loss: 0.1003... Generator Loss: 6.4525
Epoch 1/1... Discriminator Loss: 0.5829... Generator Loss: 0.9649
Epoch 1/1... Discriminator Loss: 0.2389... Generator Loss: 5.8901
Epoch 1/1... Discriminator Loss: 0.2151... Generator Loss: 3.3194
Epoch 1/1... Discriminator Loss: 0.1318... Generator Loss: 3.8178
Epoch 1/1... Discriminator Loss: 0.0858... Generator Loss: 4.6036
Epoch 1/1... Discriminator Loss: 1.7661... Generator Loss: 0.2159
Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 8.1938
Epoch 1/1... Discriminator Loss: 0.3027... Generator Loss: 5.0771
Epoch 1/1... Discriminator Loss: 0.4549... Generator Loss: 1.5858
Epoch 1/1... Discriminator Loss: 0.1450... Generator Loss: 4.2257
Epoch 1/1... Discriminator Loss: 0.3100... Generator Loss: 1.6904
Epoch 1/1... Discriminator Loss: 0.1518... Generator Loss: 4.9486
Epoch 1/1... Discriminator Loss: 0.2976... Generator Loss: 2.1086
Epoch 1/1... Discriminator Loss: 0.2014... Generator Loss: 3.6463
Epoch 1/1... Discriminator Loss: 0.1887... Generator Loss: 2.9754
Epoch 1/1... Discriminator Loss: 0.1058... Generator Loss: 5.3358
Epoch 1/1... Discriminator Loss: 2.0558... Generator Loss: 0.1741
Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 9.7897
Epoch 1/1... Discriminator Loss: 0.2457... Generator Loss: 8.2098
Epoch 1/1... Discriminator Loss: 0.4951... Generator Loss: 1.3987
Epoch 1/1... Discriminator Loss: 0.1254... Generator Loss: 8.1077
Epoch 1/1... Discriminator Loss: 0.3523... Generator Loss: 1.7142
Epoch 1/1... Discriminator Loss: 0.1020... Generator Loss: 5.8492
Epoch 1/1... Discriminator Loss: 0.4402... Generator Loss: 1.5153
Epoch 1/1... Discriminator Loss: 0.3150... Generator Loss: 3.3333
Epoch 1/1... Discriminator Loss: 0.2451... Generator Loss: 3.4361
Epoch 1/1... Discriminator Loss: 0.1888... Generator Loss: 2.9235
Epoch 1/1... Discriminator Loss: 0.1047... Generator Loss: 5.1993
Epoch 1/1... Discriminator Loss: 2.0275... Generator Loss: 0.1764
Epoch 1/1... Discriminator Loss: 1.5695... Generator Loss: 11.3186
Epoch 1/1... Discriminator Loss: 0.2399... Generator Loss: 4.6658
Epoch 1/1... Discriminator Loss: 0.1499... Generator Loss: 2.8674
Epoch 1/1... Discriminator Loss: 0.1148... Generator Loss: 3.5008
Epoch 1/1... Discriminator Loss: 0.4980... Generator Loss: 1.1930
Epoch 1/1... Discriminator Loss: 0.1456... Generator Loss: 3.9734
Epoch 1/1... Discriminator Loss: 0.1875... Generator Loss: 5.0673

Epoch 1/1... Discriminator Loss: 0.1386... Generator Loss: 4.1818
Epoch 1/1... Discriminator Loss: 0.0823... Generator Loss: 4.3630
Epoch 1/1... Discriminator Loss: 0.9752... Generator Loss: 0.6711
Epoch 1/1... Discriminator Loss: 0.4312... Generator Loss: 5.3089
Epoch 1/1... Discriminator Loss: 0.3189... Generator Loss: 5.5479
Epoch 1/1... Discriminator Loss: 0.0950... Generator Loss: 5.1029
Epoch 1/1... Discriminator Loss: 1.2852... Generator Loss: 0.4355
Epoch 1/1... Discriminator Loss: 0.4515... Generator Loss: 3.5652
Epoch 1/1... Discriminator Loss: 0.3457... Generator Loss: 6.6551
Epoch 1/1... Discriminator Loss: 0.1372... Generator Loss: 4.4869
Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 0.9622
Epoch 1/1... Discriminator Loss: 0.2111... Generator Loss: 3.8094
Epoch 1/1... Discriminator Loss: 0.2089... Generator Loss: 3.3470
Epoch 1/1... Discriminator Loss: 0.1147... Generator Loss: 6.2342
Epoch 1/1... Discriminator Loss: 0.9306... Generator Loss: 0.6375
Epoch 1/1... Discriminator Loss: 0.5435... Generator Loss: 6.7971
Epoch 1/1... Discriminator Loss: 0.2685... Generator Loss: 6.7496
Epoch 1/1... Discriminator Loss: 0.7587... Generator Loss: 0.8822
Epoch 1/1... Discriminator Loss: 0.4132... Generator Loss: 2.9828
Epoch 1/1... Discriminator Loss: 0.2110... Generator Loss: 5.7233
Epoch 1/1... Discriminator Loss: 0.2219... Generator Loss: 2.6649
Epoch 1/1... Discriminator Loss: 0.1175... Generator Loss: 3.6671
Epoch 1/1... Discriminator Loss: 0.9126... Generator Loss: 0.6817
Epoch 1/1... Discriminator Loss: 0.3000... Generator Loss: 5.6309
Epoch 1/1... Discriminator Loss: 0.3658... Generator Loss: 3.4163
Epoch 1/1... Discriminator Loss: 0.1601... Generator Loss: 6.2047
Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 1.2875
Epoch 1/1... Discriminator Loss: 0.1974... Generator Loss: 3.5413
Epoch 1/1... Discriminator Loss: 0.1933... Generator Loss: 4.7766
Epoch 1/1... Discriminator Loss: 0.2064... Generator Loss: 2.2978
Epoch 1/1... Discriminator Loss: 0.0929... Generator Loss: 4.9015
Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.4254
Epoch 1/1... Discriminator Loss: 0.7122... Generator Loss: 9.0683
Epoch 1/1... Discriminator Loss: 0.2230... Generator Loss: 4.0175
Epoch 1/1... Discriminator Loss: 0.2093... Generator Loss: 2.5417
Epoch 1/1... Discriminator Loss: 0.1976... Generator Loss: 2.4810
Epoch 1/1... Discriminator Loss: 0.2497... Generator Loss: 1.9249
Epoch 1/1... Discriminator Loss: 0.1162... Generator Loss: 7.1064
Epoch 1/1... Discriminator Loss: 0.5200... Generator Loss: 1.1713
Epoch 1/1... Discriminator Loss: 0.2856... Generator Loss: 11.1738
Epoch 1/1... Discriminator Loss: 0.2082... Generator Loss: 3.6376
Epoch 1/1... Discriminator Loss: 0.1004... Generator Loss: 7.7220
Epoch 1/1... Discriminator Loss: 0.2643... Generator Loss: 2.0126
Epoch 1/1... Discriminator Loss: 0.0723... Generator Loss: 5.8542
Epoch 1/1... Discriminator Loss: 0.8858... Generator Loss: 0.6757
Epoch 1/1... Discriminator Loss: 0.9341... Generator Loss: 8.0519
Epoch 1/1... Discriminator Loss: 0.3284... Generator Loss: 2.2061
Epoch 1/1... Discriminator Loss: 0.1330... Generator Loss: 3.7023
Epoch 1/1... Discriminator Loss: 0.0871... Generator Loss: 5.6469
Epoch 1/1... Discriminator Loss: 1.3125... Generator Loss: 0.4038
Epoch 1/1... Discriminator Loss: 0.6280... Generator Loss: 6.2357
Epoch 1/1... Discriminator Loss: 0.3027... Generator Loss: 4.5717
Epoch 1/1... Discriminator Loss: 0.2985... Generator Loss: 2.1719
Epoch 1/1... Discriminator Loss: 0.1103... Generator Loss: 6.6455
Epoch 1/1... Discriminator Loss: 0.6903... Generator Loss: 0.9351
Epoch 1/1... Discriminator Loss: 0.3106... Generator Loss: 9.1316
Epoch 1/1... Discriminator Loss: 0.2252... Generator Loss: 4.0703
Epoch 1/1... Discriminator Loss: 0.1579... Generator Loss: 2.7934
Epoch 1/1... Discriminator Loss: 0.0860... Generator Loss: 5.6827
Epoch 1/1... Discriminator Loss: 0.4270... Generator Loss: 1.2513
Epoch 1/1... Discriminator Loss: 0.1661... Generator Loss: 3.7808
Epoch 1/1... Discriminator Loss: 0.1737... Generator Loss: 5.7582
Epoch 1/1... Discriminator Loss: 0.2180... Generator Loss: 2.4380
Epoch 1/1... Discriminator Loss: 0.1119... Generator Loss: 5.0784
Epoch 1/1... Discriminator Loss: 0.5506... Generator Loss: 1.1678
Epoch 1/1... Discriminator Loss: 0.3888... Generator Loss: 6.2428
Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 1.4646
Epoch 1/1... Discriminator Loss: 0.3007... Generator Loss: 4.2308
Epoch 1/1... Discriminator Loss: 0.1582... Generator Loss: 5.3570
Epoch 1/1... Discriminator Loss: 0.2611... Generator Loss: 1.9168
Epoch 1/1... Discriminator Loss: 0.1057... Generator Loss: 3.8678
Epoch 1/1... Discriminator Loss: 0.0935... Generator Loss: 4.8481
Epoch 1/1... Discriminator Loss: 0.4458... Generator Loss: 1.3081
Epoch 1/1... Discriminator Loss: 0.1743... Generator Loss: 6.6316
Epoch 1/1... Discriminator Loss: 0.4660... Generator Loss: 1.4320
Epoch 1/1... Discriminator Loss: 0.2025... Generator Loss: 5.8763
Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 1.2348
Epoch 1/1... Discriminator Loss: 0.2638... Generator Loss: 4.2052
Epoch 1/1... Discriminator Loss: 0.1879... Generator Loss: 2.8754
Epoch 1/1... Discriminator Loss: 0.0949... Generator Loss: 5.2793
Epoch 1/1... Discriminator Loss: 0.3968... Generator Loss: 1.3178
Epoch 1/1... Discriminator Loss: 0.1277... Generator Loss: 6.4937
Epoch 1/1... Discriminator Loss: 0.3675... Generator Loss: 1.8263
Epoch 1/1... Discriminator Loss: 0.1891... Generator Loss: 7.0030
Epoch 1/1... Discriminator Loss: 0.2512... Generator Loss: 2.2125
Epoch 1/1... Discriminator Loss: 0.0819... Generator Loss: 6.4493
Epoch 1/1... Discriminator Loss: 0.1280... Generator Loss: 4.1205
Epoch 1/1... Discriminator Loss: 0.6427... Generator Loss: 0.9508
Epoch 1/1... Discriminator Loss: 0.4280... Generator Loss: 9.9150
Epoch 1/1... Discriminator Loss: 0.2373... Generator Loss: 3.8886
Epoch 1/1... Discriminator Loss: 0.0642... Generator Loss: 6.4223
Epoch 1/1... Discriminator Loss: 0.3536... Generator Loss: 1.3905
Epoch 1/1... Discriminator Loss: 0.1643... Generator Loss: 2.7308
Epoch 1/1... Discriminator Loss: 0.1378... Generator Loss: 4.0550
Epoch 1/1... Discriminator Loss: 0.2002... Generator Loss: 2.5976
Epoch 1/1... Discriminator Loss: 0.1244... Generator Loss: 7.4579
Epoch 1/1... Discriminator Loss: 0.6274... Generator Loss: 0.9478
Epoch 1/1... Discriminator Loss: 0.5310... Generator Loss: 10.0283
Epoch 1/1... Discriminator Loss: 0.1901... Generator Loss: 4.6248
Epoch 1/1... Discriminator Loss: 0.1763... Generator Loss: 2.7518

Epoch 1/1... Discriminator Loss: 0.0375... Generator Loss: 5.7757
Epoch 1/1... Discriminator Loss: 0.5000... Generator Loss: 1.0761
Epoch 1/1... Discriminator Loss: 0.1241... Generator Loss: 5.4305
Epoch 1/1... Discriminator Loss: 0.2032... Generator Loss: 3.2903
Epoch 1/1... Discriminator Loss: 0.1245... Generator Loss: 6.3559
Epoch 1/1... Discriminator Loss: 0.2262... Generator Loss: 2.0954
Epoch 1/1... Discriminator Loss: 0.0977... Generator Loss: 4.9870
Epoch 1/1... Discriminator Loss: 0.5496... Generator Loss: 1.0328
Epoch 1/1... Discriminator Loss: 0.3839... Generator Loss: 4.2687
Epoch 1/1... Discriminator Loss: 0.1837... Generator Loss: 5.2367
Epoch 1/1... Discriminator Loss: 0.0955... Generator Loss: 4.6270
Epoch 1/1... Discriminator Loss: 1.0316... Generator Loss: 0.5587
Epoch 1/1... Discriminator Loss: 0.5587... Generator Loss: 9.6411
Epoch 1/1... Discriminator Loss: 0.3519... Generator Loss: 2.9725
Epoch 1/1... Discriminator Loss: 0.0989... Generator Loss: 5.3459
Epoch 1/1... Discriminator Loss: 0.1082... Generator Loss: 3.5433
Epoch 1/1... Discriminator Loss: 0.1683... Generator Loss: 2.7659
Epoch 1/1... Discriminator Loss: 0.0826... Generator Loss: 4.8514
Epoch 1/1... Discriminator Loss: 0.2585... Generator Loss: 1.8979
Epoch 1/1... Discriminator Loss: 0.1436... Generator Loss: 7.4102
Epoch 1/1... Discriminator Loss: 0.3482... Generator Loss: 1.6679
Epoch 1/1... Discriminator Loss: 0.1890... Generator Loss: 8.5132
Epoch 1/1... Discriminator Loss: 0.1625... Generator Loss: 3.3983
Epoch 1/1... Discriminator Loss: 0.0706... Generator Loss: 4.7319
Epoch 1/1... Discriminator Loss: 0.9448... Generator Loss: 0.6481
Epoch 1/1... Discriminator Loss: 0.4505... Generator Loss: 7.1443
Epoch 1/1... Discriminator Loss: 0.2731... Generator Loss: 5.4160
Epoch 1/1... Discriminator Loss: 0.1103... Generator Loss: 4.6473
Epoch 1/1... Discriminator Loss: 0.3016... Generator Loss: 1.6728
Epoch 1/1... Discriminator Loss: 0.0818... Generator Loss: 6.4008
Epoch 1/1... Discriminator Loss: 1.1016... Generator Loss: 0.5119
Epoch 1/1... Discriminator Loss: 0.7694... Generator Loss: 9.6014
Epoch 1/1... Discriminator Loss: 0.1249... Generator Loss: 4.1656
Epoch 1/1... Discriminator Loss: 0.6703... Generator Loss: 1.3227
Epoch 1/1... Discriminator Loss: 0.1833... Generator Loss: 3.3559
Epoch 1/1... Discriminator Loss: 0.1742... Generator Loss: 3.6202
Epoch 1/1... Discriminator Loss: 0.0692... Generator Loss: 7.5202
Epoch 1/1... Discriminator Loss: 1.2425... Generator Loss: 0.5395
Epoch 1/1... Discriminator Loss: 0.4060... Generator Loss: 9.2155
Epoch 1/1... Discriminator Loss: 0.2370... Generator Loss: 4.7612
Epoch 1/1... Discriminator Loss: 0.2696... Generator Loss: 2.0671
Epoch 1/1... Discriminator Loss: 0.0819... Generator Loss: 6.2899
Epoch 1/1... Discriminator Loss: 0.3762... Generator Loss: 1.6623
Epoch 1/1... Discriminator Loss: 0.2383... Generator Loss: 6.2843
Epoch 1/1... Discriminator Loss: 0.2796... Generator Loss: 2.6927
Epoch 1/1... Discriminator Loss: 0.1728... Generator Loss: 4.8587
Epoch 1/1... Discriminator Loss: 0.1300... Generator Loss: 5.7833
Epoch 1/1... Discriminator Loss: 0.1888... Generator Loss: 2.5878
Epoch 1/1... Discriminator Loss: 0.1039... Generator Loss: 4.4780
Epoch 1/1... Discriminator Loss: 0.2199... Generator Loss: 2.2178
Epoch 1/1... Discriminator Loss: 0.1217... Generator Loss: 6.0634
Epoch 1/1... Discriminator Loss: 0.4420... Generator Loss: 1.4477
Epoch 1/1... Discriminator Loss: 0.4796... Generator Loss: 7.5370
Epoch 1/1... Discriminator Loss: 0.1831... Generator Loss: 4.0948
Epoch 1/1... Discriminator Loss: 0.2927... Generator Loss: 2.5352
Epoch 1/1... Discriminator Loss: 0.1385... Generator Loss: 3.8912
Epoch 1/1... Discriminator Loss: 0.1007... Generator Loss: 5.5740
Epoch 1/1... Discriminator Loss: 1.1633... Generator Loss: 0.4452
Epoch 1/1... Discriminator Loss: 0.9493... Generator Loss: 9.9319
Epoch 1/1... Discriminator Loss: 0.2874... Generator Loss: 2.7568
Epoch 1/1... Discriminator Loss: 0.0864... Generator Loss: 5.3856
Epoch 1/1... Discriminator Loss: 0.0967... Generator Loss: 3.0400
Epoch 1/1... Discriminator Loss: 0.1148... Generator Loss: 3.4132
Epoch 1/1... Discriminator Loss: 0.0926... Generator Loss: 4.4623
Epoch 1/1... Discriminator Loss: 0.6243... Generator Loss: 1.0112
Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 6.3841
Epoch 1/1... Discriminator Loss: 0.2007... Generator Loss: 7.0761
Epoch 1/1... Discriminator Loss: 0.9079... Generator Loss: 0.7656
Epoch 1/1... Discriminator Loss: 0.3845... Generator Loss: 8.2312
Epoch 1/1... Discriminator Loss: 0.2264... Generator Loss: 4.4311
Epoch 1/1... Discriminator Loss: 0.3300... Generator Loss: 1.7978
Epoch 1/1... Discriminator Loss: 0.1097... Generator Loss: 7.0680
Epoch 1/1... Discriminator Loss: 0.1020... Generator Loss: 4.1703
Epoch 1/1... Discriminator Loss: 0.0842... Generator Loss: 6.8836
Epoch 1/1... Discriminator Loss: 0.5879... Generator Loss: 0.9606
Epoch 1/1... Discriminator Loss: 0.5290... Generator Loss: 5.4804
Epoch 1/1... Discriminator Loss: 0.2350... Generator Loss: 4.8375
Epoch 1/1... Discriminator Loss: 0.2588... Generator Loss: 1.9670
Epoch 1/1... Discriminator Loss: 0.3834... Generator Loss: 1.5158
Epoch 1/1... Discriminator Loss: 0.1681... Generator Loss: 8.5754
Epoch 1/1... Discriminator Loss: 0.3294... Generator Loss: 2.0054
Epoch 1/1... Discriminator Loss: 0.1252... Generator Loss: 6.1981
Epoch 1/1... Discriminator Loss: 0.1253... Generator Loss: 3.2217
Epoch 1/1... Discriminator Loss: 0.0551... Generator Loss: 5.4938
Epoch 1/1... Discriminator Loss: 2.0180... Generator Loss: 0.1706
Epoch 1/1... Discriminator Loss: 1.3899... Generator Loss: 8.0945
Epoch 1/1... Discriminator Loss: 0.2064... Generator Loss: 4.5256
Epoch 1/1... Discriminator Loss: 0.3174... Generator Loss: 2.7474
Epoch 1/1... Discriminator Loss: 0.5482... Generator Loss: 1.3410
Epoch 1/1... Discriminator Loss: 0.3708... Generator Loss: 7.1645
Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 1.5522
Epoch 1/1... Discriminator Loss: 0.1943... Generator Loss: 8.7934
Epoch 1/1... Discriminator Loss: 0.1908... Generator Loss: 3.5004
Epoch 1/1... Discriminator Loss: 0.1001... Generator Loss: 6.5678
Epoch 1/1... Discriminator Loss: 0.1555... Generator Loss: 2.6223
Epoch 1/1... Discriminator Loss: 0.1225... Generator Loss: 2.8450
Epoch 1/1... Discriminator Loss: 0.2459... Generator Loss: 2.4936
Epoch 1/1... Discriminator Loss: 0.1691... Generator Loss: 5.0846
Epoch 1/1... Discriminator Loss: 0.6867... Generator Loss: 0.9095
Epoch 1/1... Discriminator Loss: 1.2738... Generator Loss: 8.1579

Epoch 1/1... Discriminator Loss: 0.2544... Generator Loss: 3.1721
Epoch 1/1... Discriminator Loss: 0.8290... Generator Loss: 0.8240
Epoch 1/1... Discriminator Loss: 0.7180... Generator Loss: 4.9462
Epoch 1/1... Discriminator Loss: 0.1428... Generator Loss: 3.2610
Epoch 1/1... Discriminator Loss: 0.4736... Generator Loss: 1.4693
Epoch 1/1... Discriminator Loss: 0.1013... Generator Loss: 6.6698
Epoch 1/1... Discriminator Loss: 0.4495... Generator Loss: 1.8536
Epoch 1/1... Discriminator Loss: 0.2778... Generator Loss: 6.0040
Epoch 1/1... Discriminator Loss: 0.1358... Generator Loss: 5.6586
Epoch 1/1... Discriminator Loss: 0.0788... Generator Loss: 5.4533
Epoch 1/1... Discriminator Loss: 0.1642... Generator Loss: 3.4349
Epoch 1/1... Discriminator Loss: 0.1994... Generator Loss: 2.7921
Epoch 1/1... Discriminator Loss: 0.1506... Generator Loss: 9.4311
Epoch 1/1... Discriminator Loss: 0.2638... Generator Loss: 2.9784
Epoch 1/1... Discriminator Loss: 0.0820... Generator Loss: 11.7443
Epoch 1/1... Discriminator Loss: 0.0779... Generator Loss: 6.4422
Epoch 1/1... Discriminator Loss: 0.0566... Generator Loss: 4.1153
Epoch 1/1... Discriminator Loss: 1.7631... Generator Loss: 0.2790
Epoch 1/1... Discriminator Loss: 0.9383... Generator Loss: 7.7369
Epoch 1/1... Discriminator Loss: 0.4089... Generator Loss: 4.1881
Epoch 1/1... Discriminator Loss: 0.1780... Generator Loss: 4.4093
Epoch 1/1... Discriminator Loss: 0.0665... Generator Loss: 4.7044
Epoch 1/1... Discriminator Loss: 0.6311... Generator Loss: 1.0126
Epoch 1/1... Discriminator Loss: 0.1514... Generator Loss: 6.2193
Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 1.6932
Epoch 1/1... Discriminator Loss: 0.3750... Generator Loss: 4.1582
Epoch 1/1... Discriminator Loss: 0.2139... Generator Loss: 3.3772
Epoch 1/1... Discriminator Loss: 0.0706... Generator Loss: 7.9009
Epoch 1/1... Discriminator Loss: 0.4461... Generator Loss: 2.0975
Epoch 1/1... Discriminator Loss: 0.0952... Generator Loss: 8.1299
Epoch 1/1... Discriminator Loss: 0.4522... Generator Loss: 1.5064
Epoch 1/1... Discriminator Loss: 0.4124... Generator Loss: 2.2892
Epoch 1/1... Discriminator Loss: 0.2729... Generator Loss: 4.7134
Epoch 1/1... Discriminator Loss: 0.1673... Generator Loss: 3.6660
Epoch 1/1... Discriminator Loss: 0.1127... Generator Loss: 4.6209
Epoch 1/1... Discriminator Loss: 0.1704... Generator Loss: 2.3345
Epoch 1/1... Discriminator Loss: 0.0953... Generator Loss: 4.9226
Epoch 1/1... Discriminator Loss: 0.4633... Generator Loss: 1.2765
Epoch 1/1... Discriminator Loss: 0.1964... Generator Loss: 8.6597
Epoch 1/1... Discriminator Loss: 0.1601... Generator Loss: 5.2341
Epoch 1/1... Discriminator Loss: 0.1068... Generator Loss: 4.2526
Epoch 1/1... Discriminator Loss: 0.0647... Generator Loss: 6.0742
Epoch 1/1... Discriminator Loss: 0.9112... Generator Loss: 0.9336
Epoch 1/1... Discriminator Loss: 0.2288... Generator Loss: 10.4975
Epoch 1/1... Discriminator Loss: 0.2689... Generator Loss: 4.2208
Epoch 1/1... Discriminator Loss: 0.1029... Generator Loss: 9.9552
Epoch 1/1... Discriminator Loss: 0.0815... Generator Loss: 5.0621
Epoch 1/1... Discriminator Loss: 0.1044... Generator Loss: 3.4380
Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 1.4065
Epoch 1/1... Discriminator Loss: 0.1317... Generator Loss: 4.0964
Epoch 1/1... Discriminator Loss: 0.2247... Generator Loss: 3.3662
Epoch 1/1... Discriminator Loss: 0.1205... Generator Loss: 6.0502
Epoch 1/1... Discriminator Loss: 0.1428... Generator Loss: 3.6527
Epoch 1/1... Discriminator Loss: 0.6582... Generator Loss: 0.9888
Epoch 1/1... Discriminator Loss: 0.1882... Generator Loss: 7.6025
Epoch 1/1... Discriminator Loss: 0.3536... Generator Loss: 2.7264
Epoch 1/1... Discriminator Loss: 0.1243... Generator Loss: 9.0281
Epoch 1/1... Discriminator Loss: 0.7888... Generator Loss: 1.1913
Epoch 1/1... Discriminator Loss: 0.1755... Generator Loss: 11.3245
Epoch 1/1... Discriminator Loss: 0.1448... Generator Loss: 8.7802
Epoch 1/1... Discriminator Loss: 0.1114... Generator Loss: 4.0802
Epoch 1/1... Discriminator Loss: 0.1084... Generator Loss: 3.1478
Epoch 1/1... Discriminator Loss: 0.0562... Generator Loss: 5.4356
Epoch 1/1... Discriminator Loss: 0.5121... Generator Loss: 1.0833
Epoch 1/1... Discriminator Loss: 0.1548... Generator Loss: 6.7438
Epoch 1/1... Discriminator Loss: 0.2281... Generator Loss: 3.8270
Epoch 1/1... Discriminator Loss: 0.1129... Generator Loss: 5.6186
Epoch 1/1... Discriminator Loss: 0.1475... Generator Loss: 3.1967
Epoch 1/1... Discriminator Loss: 0.3362... Generator Loss: 1.8703
Epoch 1/1... Discriminator Loss: 0.1092... Generator Loss: 4.7584
Epoch 1/1... Discriminator Loss: 0.4090... Generator Loss: 1.4585
Epoch 1/1... Discriminator Loss: 0.1586... Generator Loss: 7.1305
Epoch 1/1... Discriminator Loss: 0.4752... Generator Loss: 1.4518
Epoch 1/1... Discriminator Loss: 0.1890... Generator Loss: 7.6797
Epoch 1/1... Discriminator Loss: 0.1967... Generator Loss: 4.0363
Epoch 1/1... Discriminator Loss: 0.2024... Generator Loss: 2.3484
Epoch 1/1... Discriminator Loss: 0.0739... Generator Loss: 6.8722
Epoch 1/1... Discriminator Loss: 0.4249... Generator Loss: 1.4654
Epoch 1/1... Discriminator Loss: 0.1397... Generator Loss: 7.7868
Epoch 1/1... Discriminator Loss: 0.2872... Generator Loss: 2.3176
Epoch 1/1... Discriminator Loss: 0.1100... Generator Loss: 8.1214
Epoch 1/1... Discriminator Loss: 0.4426... Generator Loss: 1.2726
Epoch 1/1... Discriminator Loss: 0.1703... Generator Loss: 5.9728
Epoch 1/1... Discriminator Loss: 0.3263... Generator Loss: 2.1536
Epoch 1/1... Discriminator Loss: 0.1391... Generator Loss: 7.4244
Epoch 1/1... Discriminator Loss: 0.2994... Generator Loss: 2.0825
Epoch 1/1... Discriminator Loss: 0.1263... Generator Loss: 5.8471
Epoch 1/1... Discriminator Loss: 0.2158... Generator Loss: 2.3709
Epoch 1/1... Discriminator Loss: 0.1003... Generator Loss: 4.8325
Epoch 1/1... Discriminator Loss: 0.0753... Generator Loss: 5.0872
Epoch 1/1... Discriminator Loss: 1.1294... Generator Loss: 0.5209
Epoch 1/1... Discriminator Loss: 0.7228... Generator Loss: 9.2695
Epoch 1/1... Discriminator Loss: 0.1453... Generator Loss: 3.2619
Epoch 1/1... Discriminator Loss: 0.1120... Generator Loss: 4.3279
Epoch 1/1... Discriminator Loss: 0.2958... Generator Loss: 2.0273
Epoch 1/1... Discriminator Loss: 0.1381... Generator Loss: 6.5904
Epoch 1/1... Discriminator Loss: 0.1958... Generator Loss: 2.9555
Epoch 1/1... Discriminator Loss: 0.1017... Generator Loss: 5.0117
Epoch 1/1... Discriminator Loss: 0.0960... Generator Loss: 4.1043
Epoch 1/1... Discriminator Loss: 0.0985... Generator Loss: 3.7908

Epoch 1/1... Discriminator Loss: 0.0784... Generator Loss: 4.4277
Epoch 1/1... Discriminator Loss: 0.5933... Generator Loss: 1.1194
Epoch 1/1... Discriminator Loss: 0.3089... Generator Loss: 11.1789
Epoch 1/1... Discriminator Loss: 0.1798... Generator Loss: 6.0192
Epoch 1/1... Discriminator Loss: 0.0683... Generator Loss: 5.8583
Epoch 1/1... Discriminator Loss: 0.0607... Generator Loss: 5.0200
Epoch 1/1... Discriminator Loss: 2.3020... Generator Loss: 0.1277
Epoch 1/1... Discriminator Loss: 1.4913... Generator Loss: 9.1509
Epoch 1/1... Discriminator Loss: 0.2064... Generator Loss: 10.9921
Epoch 1/1... Discriminator Loss: 0.1080... Generator Loss: 4.7959
Epoch 1/1... Discriminator Loss: 0.0386... Generator Loss: 9.4791
Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 2.5883
Epoch 1/1... Discriminator Loss: 0.0723... Generator Loss: 10.1881
Epoch 1/1... Discriminator Loss: 0.1085... Generator Loss: 6.4215
Epoch 1/1... Discriminator Loss: 0.1025... Generator Loss: 4.4556
Epoch 1/1... Discriminator Loss: 0.3560... Generator Loss: 1.6183
Epoch 1/1... Discriminator Loss: 0.1915... Generator Loss: 5.4722
Epoch 1/1... Discriminator Loss: 0.2010... Generator Loss: 6.4425
Epoch 1/1... Discriminator Loss: 0.3240... Generator Loss: 1.7323
Epoch 1/1... Discriminator Loss: 0.1592... Generator Loss: 5.9620
Epoch 1/1... Discriminator Loss: 0.1494... Generator Loss: 3.5047
Epoch 1/1... Discriminator Loss: 0.0981... Generator Loss: 6.3363
Epoch 1/1... Discriminator Loss: 0.6955... Generator Loss: 1.2303
Epoch 1/1... Discriminator Loss: 0.3256... Generator Loss: 10.2047
Epoch 1/1... Discriminator Loss: 0.1869... Generator Loss: 4.9359
Epoch 1/1... Discriminator Loss: 0.0750... Generator Loss: 4.9112
Epoch 1/1... Discriminator Loss: 0.3406... Generator Loss: 1.7893
Epoch 1/1... Discriminator Loss: 0.2192... Generator Loss: 4.0953
Epoch 1/1... Discriminator Loss: 0.2517... Generator Loss: 4.3016
Epoch 1/1... Discriminator Loss: 0.1478... Generator Loss: 4.6281
Epoch 1/1... Discriminator Loss: 0.2108... Generator Loss: 2.7951
Epoch 1/1... Discriminator Loss: 0.0935... Generator Loss: 6.9471
Epoch 1/1... Discriminator Loss: 0.3434... Generator Loss: 2.2208
Epoch 1/1... Discriminator Loss: 0.1783... Generator Loss: 10.0307
Epoch 1/1... Discriminator Loss: 0.1349... Generator Loss: 4.8284
Epoch 1/1... Discriminator Loss: 0.0634... Generator Loss: 7.1613
Epoch 1/1... Discriminator Loss: 0.9569... Generator Loss: 0.5921
Epoch 1/1... Discriminator Loss: 0.4861... Generator Loss: 10.6031
Epoch 1/1... Discriminator Loss: 0.2357... Generator Loss: 7.0063
Epoch 1/1... Discriminator Loss: 0.1274... Generator Loss: 3.6167
Epoch 1/1... Discriminator Loss: 0.1329... Generator Loss: 2.6987
Epoch 1/1... Discriminator Loss: 0.5897... Generator Loss: 1.1283
Epoch 1/1... Discriminator Loss: 0.2781... Generator Loss: 6.7783
Epoch 1/1... Discriminator Loss: 0.2798... Generator Loss: 2.0230
Epoch 1/1... Discriminator Loss: 0.1718... Generator Loss: 2.7591
Epoch 1/1... Discriminator Loss: 0.3825... Generator Loss: 1.9025
Epoch 1/1... Discriminator Loss: 0.1672... Generator Loss: 6.5124
Epoch 1/1... Discriminator Loss: 0.2994... Generator Loss: 1.9087
Epoch 1/1... Discriminator Loss: 0.1424... Generator Loss: 7.1488
Epoch 1/1... Discriminator Loss: 0.3156... Generator Loss: 1.9728
Epoch 1/1... Discriminator Loss: 0.1337... Generator Loss: 5.3028
Epoch 1/1... Discriminator Loss: 0.1652... Generator Loss: 2.8405
Epoch 1/1... Discriminator Loss: 0.0926... Generator Loss: 6.7176
Epoch 1/1... Discriminator Loss: 0.0964... Generator Loss: 4.4648
Epoch 1/1... Discriminator Loss: 0.1902... Generator Loss: 3.4991
Epoch 1/1... Discriminator Loss: 0.1058... Generator Loss: 4.7393
Epoch 1/1... Discriminator Loss: 0.1018... Generator Loss: 4.9597
Epoch 1/1... Discriminator Loss: 0.6451... Generator Loss: 0.9176
Epoch 1/1... Discriminator Loss: 0.5819... Generator Loss: 11.1624
Epoch 1/1... Discriminator Loss: 0.3754... Generator Loss: 2.7964
Epoch 1/1... Discriminator Loss: 0.1142... Generator Loss: 10.0296
Epoch 1/1... Discriminator Loss: 0.1188... Generator Loss: 4.2872
Epoch 1/1... Discriminator Loss: 0.0438... Generator Loss: 7.7153
Epoch 1/1... Discriminator Loss: 0.3737... Generator Loss: 2.5154
Epoch 1/1... Discriminator Loss: 0.0698... Generator Loss: 9.5700
Epoch 1/1... Discriminator Loss: 0.0966... Generator Loss: 5.5836
Epoch 1/1... Discriminator Loss: 0.0648... Generator Loss: 8.4998
Epoch 1/1... Discriminator Loss: 0.2118... Generator Loss: 2.7517
Epoch 1/1... Discriminator Loss: 0.0633... Generator Loss: 8.3437
Epoch 1/1... Discriminator Loss: 0.1161... Generator Loss: 3.8921
Epoch 1/1... Discriminator Loss: 0.0566... Generator Loss: 6.0925
Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.4271
Epoch 1/1... Discriminator Loss: 0.7363... Generator Loss: 9.9581
Epoch 1/1... Discriminator Loss: 0.2476... Generator Loss: 4.9961
Epoch 1/1... Discriminator Loss: 0.0667... Generator Loss: 7.3183
Epoch 1/1... Discriminator Loss: 0.3189... Generator Loss: 2.2119
Epoch 1/1... Discriminator Loss: 0.1336... Generator Loss: 3.4773
Epoch 1/1... Discriminator Loss: 0.0907... Generator Loss: 4.8727
Epoch 1/1... Discriminator Loss: 0.0801... Generator Loss: 6.0132
Epoch 1/1... Discriminator Loss: 0.7889... Generator Loss: 0.8760
Epoch 1/1... Discriminator Loss: 0.4004... Generator Loss: 10.3236
Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 4.7439
Epoch 1/1... Discriminator Loss: 0.0729... Generator Loss: 6.6180
Epoch 1/1... Discriminator Loss: 0.2262... Generator Loss: 2.5741
Epoch 1/1... Discriminator Loss: 0.2117... Generator Loss: 2.6656
Epoch 1/1... Discriminator Loss: 0.1601... Generator Loss: 6.6928
Epoch 1/1... Discriminator Loss: 0.2772... Generator Loss: 2.8161
Epoch 1/1... Discriminator Loss: 0.1747... Generator Loss: 8.2559
Epoch 1/1... Discriminator Loss: 0.2965... Generator Loss: 2.0065
Epoch 1/1... Discriminator Loss: 0.1204... Generator Loss: 9.2046
Epoch 1/1... Discriminator Loss: 0.1031... Generator Loss: 6.3267
Epoch 1/1... Discriminator Loss: 0.1134... Generator Loss: 3.0779
Epoch 1/1... Discriminator Loss: 0.4510... Generator Loss: 1.4100
Epoch 1/1... Discriminator Loss: 0.1669... Generator Loss: 6.2394
Epoch 1/1... Discriminator Loss: 0.1655... Generator Loss: 5.1072
Epoch 1/1... Discriminator Loss: 0.1370... Generator Loss: 3.2259
Epoch 1/1... Discriminator Loss: 0.2011... Generator Loss: 2.9300
Epoch 1/1... Discriminator Loss: 0.0916... Generator Loss: 6.0166
Epoch 1/1... Discriminator Loss: 0.4971... Generator Loss: 1.5919
Epoch 1/1... Discriminator Loss: 0.1742... Generator Loss: 7.9709

Epoch 1/1... Discriminator Loss: 0.2085... Generator Loss: 3.1731
Epoch 1/1... Discriminator Loss: 0.1027... Generator Loss: 6.2547
Epoch 1/1... Discriminator Loss: 0.1814... Generator Loss: 3.3776
Epoch 1/1... Discriminator Loss: 0.0901... Generator Loss: 4.1162
Epoch 1/1... Discriminator Loss: 0.0639... Generator Loss: 5.6968
Epoch 1/1... Discriminator Loss: 1.2583... Generator Loss: 0.5384
Epoch 1/1... Discriminator Loss: 0.6723... Generator Loss: 11.8545
Epoch 1/1... Discriminator Loss: 0.2243... Generator Loss: 5.2355
Epoch 1/1... Discriminator Loss: 0.0793... Generator Loss: 6.9595
Epoch 1/1... Discriminator Loss: 1.3767... Generator Loss: 0.8001
Epoch 1/1... Discriminator Loss: 0.4963... Generator Loss: 7.5415
Epoch 1/1... Discriminator Loss: 0.1602... Generator Loss: 3.2900
Epoch 1/1... Discriminator Loss: 0.3073... Generator Loss: 2.4220
Epoch 1/1... Discriminator Loss: 0.2731... Generator Loss: 2.4047
Epoch 1/1... Discriminator Loss: 0.1399... Generator Loss: 5.6254
Epoch 1/1... Discriminator Loss: 0.1884... Generator Loss: 3.0801
Epoch 1/1... Discriminator Loss: 0.0895... Generator Loss: 5.7533
Epoch 1/1... Discriminator Loss: 0.9465... Generator Loss: 0.6772
Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 10.6268
Epoch 1/1... Discriminator Loss: 0.2217... Generator Loss: 6.4561
Epoch 1/1... Discriminator Loss: 0.0941... Generator Loss: 4.2214
Epoch 1/1... Discriminator Loss: 0.0483... Generator Loss: 5.1697
Epoch 1/1... Discriminator Loss: 0.9241... Generator Loss: 0.6693
Epoch 1/1... Discriminator Loss: 0.3775... Generator Loss: 6.4593
Epoch 1/1... Discriminator Loss: 0.2662... Generator Loss: 4.7680
Epoch 1/1... Discriminator Loss: 0.2397... Generator Loss: 2.6269
Epoch 1/1... Discriminator Loss: 0.0789... Generator Loss: 6.3817
Epoch 1/1... Discriminator Loss: 0.1755... Generator Loss: 2.5153
Epoch 1/1... Discriminator Loss: 0.1342... Generator Loss: 3.3439
Epoch 1/1... Discriminator Loss: 0.0761... Generator Loss: 5.5327
Epoch 1/1... Discriminator Loss: 0.2035... Generator Loss: 2.2323
Epoch 1/1... Discriminator Loss: 0.0748... Generator Loss: 9.5103
Epoch 1/1... Discriminator Loss: 0.0891... Generator Loss: 5.9982
Epoch 1/1... Discriminator Loss: 0.1300... Generator Loss: 2.6213
Epoch 1/1... Discriminator Loss: 0.9715... Generator Loss: 0.5991
Epoch 1/1... Discriminator Loss: 0.6508... Generator Loss: 5.9685
Epoch 1/1... Discriminator Loss: 0.1919... Generator Loss: 10.3391
Epoch 1/1... Discriminator Loss: 0.5206... Generator Loss: 1.8417
Epoch 1/1... Discriminator Loss: 0.2013... Generator Loss: 9.1407
Epoch 1/1... Discriminator Loss: 0.1903... Generator Loss: 3.6679
Epoch 1/1... Discriminator Loss: 0.0650... Generator Loss: 7.1425
Epoch 1/1... Discriminator Loss: 0.6597... Generator Loss: 0.9908
Epoch 1/1... Discriminator Loss: 0.2372... Generator Loss: 4.2905
Epoch 1/1... Discriminator Loss: 0.3114... Generator Loss: 3.4675
Epoch 1/1... Discriminator Loss: 0.1733... Generator Loss: 3.7890
Epoch 1/1... Discriminator Loss: 0.3442... Generator Loss: 2.2667
Epoch 1/1... Discriminator Loss: 0.1318... Generator Loss: 9.8083
Epoch 1/1... Discriminator Loss: 0.1188... Generator Loss: 3.9201
Epoch 1/1... Discriminator Loss: 0.0703... Generator Loss: 9.4905
Epoch 1/1... Discriminator Loss: 0.0975... Generator Loss: 4.0365
Epoch 1/1... Discriminator Loss: 0.0594... Generator Loss: 6.3988
Epoch 1/1... Discriminator Loss: 1.9075... Generator Loss: 0.2574
Epoch 1/1... Discriminator Loss: 1.3578... Generator Loss: 14.3481
Epoch 1/1... Discriminator Loss: 0.1344... Generator Loss: 9.6258
Epoch 1/1... Discriminator Loss: 0.2538... Generator Loss: 3.2825
Epoch 1/1... Discriminator Loss: 0.0978... Generator Loss: 5.1256
Epoch 1/1... Discriminator Loss: 0.1359... Generator Loss: 3.8726
Epoch 1/1... Discriminator Loss: 1.5293... Generator Loss: 0.3226
Epoch 1/1... Discriminator Loss: 0.8116... Generator Loss: 11.3228
Epoch 1/1... Discriminator Loss: 0.1382... Generator Loss: 5.8866
Epoch 1/1... Discriminator Loss: 0.0545... Generator Loss: 6.4481
Epoch 1/1... Discriminator Loss: 0.3379... Generator Loss: 2.6094
Epoch 1/1... Discriminator Loss: 0.1729... Generator Loss: 3.7518
Epoch 1/1... Discriminator Loss: 0.1738... Generator Loss: 5.1864
Epoch 1/1... Discriminator Loss: 1.0193... Generator Loss: 0.6080
Epoch 1/1... Discriminator Loss: 0.7834... Generator Loss: 5.0435
Epoch 1/1... Discriminator Loss: 0.1278... Generator Loss: 7.8848
Epoch 1/1... Discriminator Loss: 0.6412... Generator Loss: 2.0949
Epoch 1/1... Discriminator Loss: 0.2561... Generator Loss: 10.9089
Epoch 1/1... Discriminator Loss: 0.1846... Generator Loss: 8.0173
Epoch 1/1... Discriminator Loss: 0.1018... Generator Loss: 5.6232
Epoch 1/1... Discriminator Loss: 0.1874... Generator Loss: 2.5435
Epoch 1/1... Discriminator Loss: 0.1416... Generator Loss: 4.1304
Epoch 1/1... Discriminator Loss: 0.2687... Generator Loss: 1.9834
Epoch 1/1... Discriminator Loss: 0.1836... Generator Loss: 8.8026
Epoch 1/1... Discriminator Loss: 0.3848... Generator Loss: 1.9302
Epoch 1/1... Discriminator Loss: 0.1968... Generator Loss: 12.7037
Epoch 1/1... Discriminator Loss: 0.0982... Generator Loss: 8.8260
Epoch 1/1... Discriminator Loss: 0.1163... Generator Loss: 3.1484
Epoch 1/1... Discriminator Loss: 0.1860... Generator Loss: 3.2403
Epoch 1/1... Discriminator Loss: 0.0856... Generator Loss: 6.4015
Epoch 1/1... Discriminator Loss: 1.8178... Generator Loss: 0.2474
Epoch 1/1... Discriminator Loss: 1.5130... Generator Loss: 12.5144
Epoch 1/1... Discriminator Loss: 0.2055... Generator Loss: 4.5549
Epoch 1/1... Discriminator Loss: 0.2584... Generator Loss: 2.3092
Epoch 1/1... Discriminator Loss: 0.0559... Generator Loss: 7.8220
Epoch 1/1... Discriminator Loss: 0.0772... Generator Loss: 5.0889
Epoch 1/1... Discriminator Loss: 0.0959... Generator Loss: 4.1040
Epoch 1/1... Discriminator Loss: 0.3331... Generator Loss: 2.4383
Epoch 1/1... Discriminator Loss: 0.2757... Generator Loss: 2.9058
Epoch 1/1... Discriminator Loss: 0.1766... Generator Loss: 9.7800
Epoch 1/1... Discriminator Loss: 0.1393... Generator Loss: 5.3168
Epoch 1/1... Discriminator Loss: 0.0971... Generator Loss: 3.6014
Epoch 1/1... Discriminator Loss: 0.1022... Generator Loss: 4.3310
Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 0.5803
Epoch 1/1... Discriminator Loss: 0.3969... Generator Loss: 10.2041
Epoch 1/1... Discriminator Loss: 0.2946... Generator Loss: 4.8699
Epoch 1/1... Discriminator Loss: 0.0966... Generator Loss: 8.3557
Epoch 1/1... Discriminator Loss: 0.1592... Generator Loss: 3.9681
Epoch 1/1... Discriminator Loss: 0.0751... Generator Loss: 5.2251

Epoch 1/1... Discriminator Loss: 0.5977... Generator Loss: 1.0471
Epoch 1/1... Discriminator Loss: 0.2137... Generator Loss: 5.7468
Epoch 1/1... Discriminator Loss: 0.2678... Generator Loss: 5.1609
Epoch 1/1... Discriminator Loss: 0.1438... Generator Loss: 5.7255
Epoch 1/1... Discriminator Loss: 0.5624... Generator Loss: 1.0355
Epoch 1/1... Discriminator Loss: 0.1818... Generator Loss: 9.2194
Epoch 1/1... Discriminator Loss: 0.1739... Generator Loss: 5.4314
Epoch 1/1... Discriminator Loss: 0.1046... Generator Loss: 6.5830
Epoch 1/1... Discriminator Loss: 0.4070... Generator Loss: 1.8657
Epoch 1/1... Discriminator Loss: 0.3130... Generator Loss: 1.9834

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.